Logistic Regression Analysis for Exoplanet_dataset and Cross-validation
Nimmala Mrudula, Sowmya Sree Kemsaram, Sreenivas Annagiri, Shreyas Shivaji Mali
2024-04-29
LOAD THE DATA
# Load necessary libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(caret)## Loading required package: lattice
##
## Attaching package: 'caret'
##
## The following object is masked from 'package:purrr':
##
## lift# Read the dataset
exoplanet_data <- read.csv('Exoplanet_DataSet.csv')Plot for the Exoplanet_data
# Load necessary libraries
library(ggplot2)
library(dplyr)
library(tidyr)
# List of specific planet names
target_planets <- c("Kepler-1090 b", "Kepler-1360 b", "Kepler-141 b", "Kepler-1452 b","Kepler-1507 b", "Kepler-1544 b", "Kepler-1606 b", "Kepler-163 c","Kepler-1652 b","Kepler-1701 b", "Kepler-283 c","Kepler-442 b", "Kepler-443 b","Kepler-705 b", "Kepler-712 c", "TOI-700 b" )
filtered_data <- exoplanet_data %>%
filter(pl_name %in% target_planets) %>%
arrange('pl_eqt') %>%
mutate(planet_Name = factor(pl_name, levels = pl_name))
# Create the ggplot object
p <- ggplot(filtered_data, aes(x = pl_name)) +
# Add bar plot for equilibrium temperature
geom_bar(aes(y = pl_eqt), stat = "identity", fill = "skyblue", alpha = 0.7) +
scale_y_continuous(name = "Planet Equilibrium Temperature (pl_eqt)",
sec.axis = sec_axis(~ ., name = "Planet Orbital Semi-Major Axis (pl_orbsmax)")) +
# Add line plot for orbital semi-major axis
geom_line(aes(y = pl_orbsmax * max(pl_eqt) / max(pl_orbsmax)), color = "red", group = 1) +
geom_point(aes(y = pl_orbsmax * max(pl_eqt) / max(pl_orbsmax)), color = "red") +
labs(title = "Planets in Ascending Order of Equilibrium Temperature",
x = "Planet Name") +
theme_minimal()
# Print the plot
print(p)
library(tidyverse)
library(naniar)
# Identify columns with missing values
missing_data_columns <- colnames(exoplanet_data)[colSums(is.na(exoplanet_data)) > 0]
# Filter only those columns and visualize their missing values
exoplanet_data_with_missing <- exoplanet_data[, missing_data_columns]
# Inspect columns with missing values
print(missing_data_columns)## [1] "pl_orbper" "pl_orbsmax" "pl_rade" "pl_radj"
## [5] "pl_bmasse" "pl_bmassj" "pl_dens" "pl_orbeccen"
## [9] "pl_insol" "pl_eqt" "pl_orbincl" "pl_imppar"
## [13] "pl_orblper" "st_teff" "st_mass" "st_lum"
## [17] "st_logg" "sy_dist" "sy_vmag" "sy_kmag"
## [21] "sy_gaiamag" "sy_gaiamagerr1" "sy_gaiamagerr2"# Conditional clustering based on the number of columns with missing values
if (length(missing_data_columns) > 1) {
vis_miss(exoplanet_data_with_missing, cluster = TRUE)
} else {
vis_miss(exoplanet_data_with_missing, cluster = FALSE)
}
Filter Variables Based on Missing Values
## 'data.frame': 5514 obs. of 30 variables:
## $ pl_name : Factor w/ 5514 levels "11 Com b","11 UMi b",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ hostname : Factor w/ 4112 levels "11 Com","11 UMi",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ sy_snum : int 2 1 1 1 3 1 2 1 1 1 ...
## $ sy_pnum : int 1 1 1 2 1 1 1 1 1 2 ...
## $ disc_facility : Factor w/ 70 levels "Acton Sky Portal Observatory",..: 68 58 45 64 41 34 45 14 45 34 ...
## $ disc_telescope: Factor w/ 78 levels "0.1 m TESS Telescope",..: 34 32 28 30 75 71 28 61 28 44 ...
## $ pl_orbper : num 326 516 186 1765 798 ...
## $ pl_orbsmax : num 1.29 1.53 0.83 2.77 1.66 ...
## $ pl_rade : num 12.1 12.3 12.9 12.6 13.5 ...
## $ pl_radj : num 1.08 1.09 1.15 1.12 1.2 ...
## $ pl_bmasse : num 6166 4685 1526 2559 566 ...
## $ pl_bmassj : num 19.4 14.74 4.8 8.05 1.78 ...
## $ pl_bmassprov : Factor w/ 4 levels "M-R relationship",..: 4 4 4 2 4 4 4 2 4 4 ...
## $ pl_dens : num 19.1 13.8 3.9 7.03 1.26 3.51 9.21 2.54 0.592 1.44 ...
## $ pl_orbeccen : num 0.231 0.08 0 0.373 0.68 0.06 0.08 NA 0.042 0.09 ...
## $ ttv_flag : Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ...
## $ st_teff : num 4742 4213 4813 5338 5750 ...
## $ st_mass : num 2.7 2.78 2.2 0.91 1.08 1.22 2.3 0.85 0.99 1.54 ...
## $ st_lum : num 2.243 2.43 1.763 -0.153 0.097 ...
## $ st_logg : num 2.31 1.93 2.63 4.45 4.36 1.7 2.82 4 2.42 3.5 ...
## $ rastr : chr "12h20m42.91s" "15h17m05.90s" "23h31m17.80s" "16h10m24.50s" ...
## $ ra : num 185 229 353 243 295 ...
## $ decstr : chr "+17d47m35.71s" "+71d49m26.19s" "+39d14m09.01s" "+43d48m58.90s" ...
## $ dec : num 17.8 71.8 39.2 43.8 50.5 ...
## $ sy_dist : num 93.2 125.3 75.4 17.9 21.1 ...
## $ sy_vmag : num 4.72 5.01 5.23 6.62 6.21 ...
## $ sy_kmag : num 2.28 1.94 2.33 4.71 4.65 ...
## $ sy_gaiamag : num 4.44 4.56 4.92 6.38 6.06 ...
## $ sy_gaiamagerr1: num 0.003848 0.003903 0.002826 0.000351 0.000603 ...
## $ sy_gaiamagerr2: num -0.003848 -0.003903 -0.002826 -0.000351 -0.000603 ...Preprocess the Data
exoplanet_data <- na.omit(exoplanet_data)
exoplanet_data$in_habitual_zone <- with(exoplanet_data, ifelse(pl_orbsmax > 0.9 & pl_orbsmax < 1.5, 1, 0))Full_model
library(car)## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## The following object is masked from 'package:purrr':
##
## somefull_model <- glm(in_habitual_zone ~ ., data = exoplanet_data)
summary(full_model)##
## Call:
## glm(formula = in_habitual_zone ~ ., data = exoplanet_data)
##
## Coefficients: (10196 not defined because of singularities)
## Estimate
## (Intercept) 1.000e+00
## pl_name11 UMi b -1.000e+00
## pl_name14 And b -1.000e+00
## pl_name14 Her b -1.000e+00
## pl_name16 Cyg B b -1.000e+00
## pl_name17 Sco b 2.237e-13
## pl_name18 Del b -1.000e+00
## pl_name24 Boo b -1.000e+00
## pl_name24 Sex b 4.834e-13
## pl_name24 Sex c -1.000e+00
## pl_name2MASS J19383260+4603591 b -4.297e-15
## pl_name30 Ari B b 2.270e-13
## pl_name4 UMa b -1.000e+00
## pl_name42 Dra b 2.289e-13
## pl_name47 UMa b -1.000e+00
## pl_name47 UMa c -1.000e+00
## pl_name47 UMa d -1.000e+00
## pl_name51 Eri b -1.000e+00
## pl_name51 Peg b -1.000e+00
## pl_name55 Cnc b -1.000e+00
## pl_name55 Cnc c -1.000e+00
## pl_name55 Cnc d -1.000e+00
## pl_name55 Cnc e -1.000e+00
## pl_name55 Cnc f -1.000e+00
## pl_name6 Lyn b -1.000e+00
## pl_name61 Vir b -1.000e+00
## pl_name61 Vir c -1.000e+00
## pl_name61 Vir d -1.000e+00
## pl_name7 CMa b -1.000e+00
## pl_name7 CMa c -1.000e+00
## pl_name70 Vir b -1.000e+00
## pl_name75 Cet b -1.000e+00
## pl_name8 UMi b -1.000e+00
## pl_name81 Cet b -1.000e+00
## pl_name91 Aqr b -1.000e+00
## pl_nameAF Lep b -1.000e+00
## pl_nameAU Mic b -1.000e+00
## pl_nameAU Mic c -1.000e+00
## pl_nameBD-00 4475 b 1.338e-13
## pl_nameBD-06 1339 b -1.000e+00
## pl_nameBD-06 1339 c -1.000e+00
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## pl_nameBD-210397 b -1.000e+00
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## pl_nameBD+20 2457 c -1.000e+00
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## pl_namebet Pic c -1.000e+00
## pl_nameCoRoT-1 b -1.000e+00
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## pl_nameDMPP-2 b -1.000e+00
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## pl_nameEPIC 201170410.02 -1.000e+00
## pl_nameEPIC 211822797 b -1.000e+00
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## pl_nameeps CrB b 3.647e-13
## pl_nameeps Eri b -1.000e+00
## pl_nameeps Ind A b -1.000e+00
## pl_nameeps Tau b -1.000e+00
## pl_namegam Cep b -1.000e+00
## pl_namegam Lib b -6.489e-14
## pl_namegam Lib c -1.000e+00
## pl_namegam Psc b 2.158e-13
## pl_nameGJ 1061 b -1.000e+00
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## pl_nameGJ 163 d 7.364e-13
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## pl_nameGJ 229 b 2.913e-13
## pl_nameGJ 251 b -1.000e+00
## pl_nameGJ 27.1 b -1.000e+00
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## pl_nameGJ 317 b 1.903e-12
## pl_nameGJ 317 c -1.000e+00
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## disc_facilityApache Point Observatory NA
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## disc_facilityCerro Tololo Inter-American Observatory NA
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## disc_facilityLeoncito Astronomical Complex NA
## disc_facilityLick Observatory NA
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## disc_facilityMcDonald Observatory NA
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## disc_facilityParanal Observatory NA
## disc_facilityQatar NA
## disc_facilityRoque de los Muchachos Observatory NA
## disc_facilitySpitzer Space Telescope NA
## disc_facilitySubaru Telescope NA
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## disc_facilityUniversity of Canterbury Mt John Observatory NA
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## disc_telescope8.2 m Subaru Telescope NA
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## disc_telescopeNGTS telescopes NA
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## disc_telescopeVery Large Telescope (Antu) NA
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## pl_orbsmax NA
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## pl_bmassprovMsini NA
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## pl_orbeccen NA
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## rastr19h56m32.70s NA
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## rastr19h57m24.45s NA
## rastr19h57m31.56s NA
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## rastr19h57m37.69s NA
## rastr19h57m42.44s NA
## rastr19h58m00.41s NA
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## rastr19h58m38.52s NA
## rastr19h58m42.21s NA
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## rastr19h59m19.34s NA
## rastr19h59m24.43s NA
## rastr19h59m26.83s NA
## rastr19h59m35.19s NA
## rastr19h59m35.36s NA
## rastr19h59m49.74s NA
## rastr19h59m51.76s NA
## rastr20h00m24.56s NA
## rastr20h00m40.91s NA
## rastr20h00m43.71s NA
## rastr20h00m49.59s NA
## rastr20h00m58.10s NA
## rastr20h01m15.88s NA
## rastr20h01m19.76s NA
## rastr20h01m22.57s NA
## rastr20h01m29.09s NA
## rastr20h01m40.19s NA
## rastr20h01m42.74s NA
## rastr20h01m43.44s NA
## rastr20h01m57.17s NA
## rastr20h02m04.11s NA
## rastr20h02m28.72s NA
## rastr20h02m46.95s NA
## rastr20h02m55.78s NA
## rastr20h03m00.90s NA
## rastr20h03m27.36s NA
## rastr20h03m38.22s NA
## rastr20h03m43.09s NA
## rastr20h03m44.50s NA
## rastr20h05m06.88s NA
## rastr20h05m22.29s NA
## rastr20h05m35.03s NA
## rastr20h06m10.33s NA
## rastr20h06m18.85s NA
## rastr20h06m52.99s NA
## rastr20h07m19.64s NA
## rastr20h08m06.15s NA
## rastr20h09m28.50s NA
## rastr20h11m11.62s NA
## rastr20h11m30.72s NA
## rastr20h12m40.03s NA
## rastr20h12m46.90s NA
## rastr20h13m31.65s NA
## rastr20h13m52.26s NA
## rastr20h13m59.78s NA
## rastr20h14m32.12s NA
## rastr20h15m18.83s NA
## rastr20h16m05.96s NA
## rastr20h16m49.92s NA
## rastr20h18m09.32s NA
## rastr20h19m12.01s NA
## rastr20h20m00.47s NA
## rastr20h20m22.97s NA
## rastr20h20m53.27s NA
## rastr20h21m45.92s NA
## rastr20h24m29.74s NA
## rastr20h26m57.87s NA
## rastr20h27m42.88s NA
## rastr20h27m59.52s NA
## rastr20h28m19.02s NA
## rastr20h29m40.39s NA
## rastr20h30m23.21s NA
## rastr20h30m54.13s NA
## rastr20h31m26.38s NA
## rastr20h37m51.31s NA
## rastr20h38m02.70s NA
## rastr20h39m32.87s NA
## rastr20h39m51.95s NA
## rastr20h39m53.09s NA
## rastr20h41m44.74s NA
## rastr20h44m10.26s NA
## rastr20h44m22.08s NA
## rastr20h45m01.99s NA
## rastr20h45m09.87s NA
## rastr20h46m41.60s NA
## rastr20h49m21.62s NA
## rastr20h49m47.83s NA
## rastr20h49m49.80s NA
## rastr20h52m40.09s NA
## rastr20h52m51.71s NA
## rastr20h54m44.95s NA
## rastr20h54m45.90s NA
## rastr20h55m04.96s NA
## rastr20h55m07.98s NA
## rastr20h55m09.19s NA
## rastr20h55m36.01s NA
## rastr20h57m04.45s NA
## rastr20h58m18.11s NA
## rastr20h58m25.88s NA
## rastr21h00m06.23s NA
## rastr21h01m39.40s NA
## rastr21h01m54.53s NA
## rastr21h02m07.67s NA
## rastr21h03m37.32s NA
## rastr21h04m48.89s NA
## rastr21h06m31.65s NA
## rastr21h06m39.94s NA
## rastr21h07m50.76s NA
## rastr21h09m22.70s NA
## rastr21h10m12.37s NA
## rastr21h13m36.24s NA
## rastr21h14m56.88s NA
## rastr21h14m57.73s NA
## rastr21h16m27.54s NA
## rastr21h18m47.90s NA
## rastr21h19m47.93s NA
## rastr21h21m54.83s NA
## rastr21h22m06.40s NA
## rastr21h23m03.09s NA
## rastr21h26m23.09s NA
## rastr21h28m12.25s NA
## rastr21h29m00.90s NA
## rastr21h32m23.20s NA
## rastr21h33m33.90s NA
## rastr21h35m40.47s NA
## rastr21h38m08.43s NA
## rastr21h38m08.63s NA
## rastr21h40m03.49s NA
## rastr21h40m48.39s NA
## rastr21h41m28.87s NA
## rastr21h42m22.03s NA
## rastr21h43m24.90s NA
## rastr21h45m22.00s NA
## rastr21h47m24.40s NA
## rastr21h49m59.45s NA
## rastr21h50m00.12s NA
## rastr21h50m39.77s NA
## rastr21h52m36.43s NA
## rastr21h54m04.20s NA
## rastr21h54m52.36s NA
## rastr21h55m54.22s NA
## rastr21h56m23.99s NA
## rastr21h57m19.98s NA
## rastr21h58m59.78s NA
## rastr22h03m10.81s NA
## rastr22h03m29.14s NA
## rastr22h04m12.10s NA
## rastr22h04m48.74s NA
## rastr22h06m06.40s NA
## rastr22h09m29.95s NA
## rastr22h09m34.83s NA
## rastr22h09m38.15s NA
## rastr22h09m41.52s NA
## rastr22h10m51.44s NA
## rastr22h11m47.58s NA
## rastr22h11m51.33s NA
## rastr22h12m06.50s NA
## rastr22h13m43.79s NA
## rastr22h15m00.45s NA
## rastr22h15m15.80s NA
## rastr22h18m06.88s NA
## rastr22h18m29.46s NA
## rastr22h22m03.10s NA
## rastr22h22m15.88s NA
## rastr22h22m29.60s NA
## rastr22h24m36.56s NA
## rastr22h25m17.31s NA
## rastr22h26m18.27s NA
## rastr22h27m02.98s NA
## rastr22h27m31.29s NA
## rastr22h29m49.88s NA
## rastr22h30m02.47s NA
## rastr22h30m49.68s NA
## rastr22h31m00.15s NA
## rastr22h31m05.47s NA
## rastr22h33m28.37s NA
## rastr22h33m35.92s NA
## rastr22h34m25.50s NA
## rastr22h35m56.09s NA
## rastr22h36m06.20s NA
## rastr22h40m19.97s NA
## rastr22h41m12.91s NA
## rastr22h43m21.14s NA
## rastr22h45m27.37s NA
## rastr22h46m36.65s NA
## rastr22h47m30.45s NA
## rastr22h48m07.60s NA
## rastr22h49m32.62s NA
## rastr22h52m09.96s NA
## rastr22h53m03.98s NA
## rastr22h53m17.75s NA
## rastr22h53m38.27s NA
## rastr22h54m39.35s NA
## rastr22h55m29.30s NA
## rastr22h55m53.97s NA
## rastr22h57m28.21s NA
## rastr22h57m46.89s NA
## rastr22h58m15.53s NA
## rastr22h59m29.66s NA
## rastr23h03m08.11s NA
## rastr23h04m18.02s NA
## rastr23h04m32.78s NA
## rastr23h05m52.04s NA
## rastr23h06m30.33s NA
## rastr23h07m28.84s NA
## rastr23h09m11.38s NA
## rastr23h09m58.27s NA
## rastr23h10m29.26s NA
## rastr23h10m49.04s NA
## rastr23h10m50.60s NA
## rastr23h12m14.15s NA
## rastr23h12m37.71s NA
## rastr23h13m20.93s NA
## rastr23h13m26.50s NA
## rastr23h13m58.75s NA
## rastr23h14m07.67s NA
## rastr23h14m53.85s NA
## rastr23h15m42.22s NA
## rastr23h15m47.77s NA
## rastr23h15m53.88s NA
## rastr23h15m58.33s NA
## rastr23h16m15.23s NA
## rastr23h16m49.73s NA
## rastr23h17m10.72s NA
## rastr23h17m32.24s NA
## rastr23h18m14.22s NA
## rastr23h18m29.51s NA
## rastr23h18m46.73s NA
## rastr23h20m06.86s NA
## rastr23h20m14.40s NA
## rastr23h21m58.73s NA
## rastr23h23m40.09s NA
## rastr23h24m32.49s NA
## rastr23h25m52.97s NA
## rastr23h26m27.47s NA
## rastr23h26m36.82s NA
## rastr23h27m05.23s NA
## rastr23h28m41.41s NA
## rastr23h31m17.80s NA
## rastr23h31m20.69s NA
## rastr23h31m52.81s NA
## rastr23h32m07.96s NA
## rastr23h32m55.05s NA
## rastr23h32m58.45s NA
## rastr23h33m19.66s NA
## rastr23h34m15.10s NA
## rastr23h34m27.90s NA
## rastr23h35m49.04s NA
## rastr23h36m40.49s NA
## rastr23h36m57.80s NA
## rastr23h38m00.61s NA
## rastr23h38m07.68s NA
## rastr23h39m05.78s NA
## rastr23h39m20.60s NA
## rastr23h41m51.38s NA
## rastr23h43m18.88s NA
## rastr23h46m40.01s NA
## rastr23h50m19.36s NA
## rastr23h51m23.14s NA
## rastr23h51m31.01s NA
## rastr23h54m03.63s NA
## rastr23h54m14.12s NA
## rastr23h54m40.53s NA
## rastr23h56m36.47s NA
## rastr23h56m45.96s NA
## rastr23h57m23.77s NA
## rastr23h58m51.94s NA
## rastr23h59m10.41s NA
## rastr23h59m36.21s NA
## rastr23h59m54.00s NA
## ra NA
## decstr-00d07m41.42s NA
## decstr-00d10m14.63s NA
## decstr-00d16m55.48s NA
## decstr-00d17m56.96s NA
## decstr-00d23m36.37s NA
## decstr-00d25m49.29s NA
## decstr-00d40m22.03s NA
## decstr-00d41m48.77s NA
## decstr-00d49m24.83s NA
## decstr-00d51m56.73s NA
## decstr-00d54m08.64s NA
## decstr-01d02m06.10s NA
## decstr-01d03m46.83s NA
## decstr-01d04m24.00s NA
## decstr-01d04m33.61s NA
## decstr-01d06m39.32s NA
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## decstr-46d08m11.11s NA
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## Std. Error
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## hostnameWASP-2 NA
## hostnameWASP-20 NA
## hostnameWASP-21 NA
## hostnameWASP-22 NA
## hostnameWASP-23 NA
## hostnameWASP-24 NA
## hostnameWASP-25 NA
## hostnameWASP-26 NA
## hostnameWASP-28 NA
## hostnameWASP-29 NA
## hostnameWASP-3 NA
## hostnameWASP-31 NA
## hostnameWASP-32 NA
## hostnameWASP-33 NA
## hostnameWASP-34 NA
## hostnameWASP-35 NA
## hostnameWASP-36 NA
## hostnameWASP-37 NA
## hostnameWASP-38 NA
## hostnameWASP-39 NA
## hostnameWASP-4 NA
## hostnameWASP-41 NA
## hostnameWASP-42 NA
## hostnameWASP-43 NA
## hostnameWASP-44 NA
## hostnameWASP-45 NA
## hostnameWASP-46 NA
## hostnameWASP-47 NA
## hostnameWASP-48 NA
## hostnameWASP-49 NA
## hostnameWASP-5 NA
## hostnameWASP-50 NA
## hostnameWASP-52 NA
## hostnameWASP-53 NA
## hostnameWASP-54 NA
## hostnameWASP-55 NA
## hostnameWASP-56 NA
## hostnameWASP-57 NA
## hostnameWASP-58 NA
## hostnameWASP-59 NA
## hostnameWASP-6 NA
## hostnameWASP-60 NA
## hostnameWASP-61 NA
## hostnameWASP-62 NA
## hostnameWASP-63 NA
## hostnameWASP-64 NA
## hostnameWASP-65 NA
## hostnameWASP-66 NA
## hostnameWASP-67 NA
## hostnameWASP-68 NA
## hostnameWASP-69 NA
## hostnameWASP-7 NA
## hostnameWASP-70 A NA
## hostnameWASP-71 NA
## hostnameWASP-72 NA
## hostnameWASP-73 NA
## hostnameWASP-74 NA
## hostnameWASP-75 NA
## hostnameWASP-76 NA
## hostnameWASP-77 A NA
## hostnameWASP-78 NA
## hostnameWASP-79 NA
## hostnameWASP-8 NA
## hostnameWASP-80 NA
## hostnameWASP-81 NA
## hostnameWASP-82 NA
## hostnameWASP-83 NA
## hostnameWASP-84 NA
## hostnameWASP-85 A NA
## hostnameWASP-87 NA
## hostnameWASP-88 NA
## hostnameWASP-89 NA
## hostnameWASP-90 NA
## hostnameWASP-91 NA
## hostnameWASP-92 NA
## hostnameWASP-93 NA
## hostnameWASP-94 A NA
## hostnameWASP-94 B NA
## hostnameWASP-95 NA
## hostnameWASP-96 NA
## hostnameWASP-97 NA
## hostnameWASP-98 NA
## hostnameWASP-99 NA
## hostnameWD 1856+534 NA
## hostnameWendelstein-1 NA
## hostnameWendelstein-2 NA
## hostnameWolf 1061 NA
## hostnameWolf 503 NA
## hostnameWTS-1 NA
## hostnameWTS-2 NA
## hostnamexi Aql NA
## hostnameXO-1 NA
## hostnameXO-2 N NA
## hostnameXO-2 S NA
## hostnameXO-3 NA
## hostnameXO-4 NA
## hostnameXO-5 NA
## hostnameXO-6 NA
## hostnameXO-7 NA
## hostnameYZ Cet NA
## sy_snum NA
## sy_pnum NA
## disc_facilityAnglo-Australian Telescope NA
## disc_facilityApache Point Observatory NA
## disc_facilityBohyunsan Optical Astronomical Observatory NA
## disc_facilityCalar Alto Observatory NA
## disc_facilityCerro Tololo Inter-American Observatory NA
## disc_facilityCHaracterising ExOPlanets Satellite (CHEOPS) NA
## disc_facilityCoRoT NA
## disc_facilityEuropean Southern Observatory NA
## disc_facilityFred Lawrence Whipple Observatory NA
## disc_facilityGemini Observatory NA
## disc_facilityHaleakala Observatory NA
## disc_facilityHATNet NA
## disc_facilityHATSouth NA
## disc_facilityHaute-Provence Observatory NA
## disc_facilityK2 NA
## disc_facilityKELT NA
## disc_facilityKELT-North NA
## disc_facilityKELT-South NA
## disc_facilityKepler NA
## disc_facilityKitt Peak National Observatory NA
## disc_facilityKOINet NA
## disc_facilityLa Silla Observatory NA
## disc_facilityLas Campanas Observatory NA
## disc_facilityLeoncito Astronomical Complex NA
## disc_facilityLick Observatory NA
## disc_facilityLowell Observatory NA
## disc_facilityMcDonald Observatory NA
## disc_facilityMEarth Project NA
## disc_facilityMultiple Facilities NA
## disc_facilityMultiple Observatories NA
## disc_facilityNext-Generation Transit Survey (NGTS) NA
## disc_facilityOGLE NA
## disc_facilityOkayama Astrophysical Observatory NA
## disc_facilityParanal Observatory NA
## disc_facilityQatar NA
## disc_facilityRoque de los Muchachos Observatory NA
## disc_facilitySpitzer Space Telescope NA
## disc_facilitySubaru Telescope NA
## disc_facilitySuperWASP NA
## disc_facilitySuperWASP-North NA
## disc_facilitySuperWASP-South NA
## disc_facilityThueringer Landessternwarte Tautenburg NA
## disc_facilityTransiting Exoplanet Survey Satellite (TESS) NA
## disc_facilityTrES NA
## disc_facilityUnited Kingdom Infrared Telescope NA
## disc_facilityUniversity of Canterbury Mt John Observatory NA
## disc_facilityVery Long Baseline Array NA
## disc_facilityW. M. Keck Observatory NA
## disc_facilityWASP-South NA
## disc_facilityXinglong Station NA
## disc_facilityXO NA
## disc_telescope0.10 m Schmidt Telescope NA
## disc_telescope0.18 m Takahashi Epsilon Astrograph NA
## disc_telescope0.27 m CoRoT Telescope NA
## disc_telescope0.3 m Ritchey-Chretien Telescope NA
## disc_telescope0.4 m MEarth Telescope NA
## disc_telescope0.6 m Coude Auxiliary Telescope NA
## disc_telescope0.60 m Transiting Planets and Planetesimals Small Telescope NA
## disc_telescope0.85 m Spitzer Space Telescope NA
## disc_telescope0.9 m KPNO Coude Feed Telescope NA
## disc_telescope0.95 m Kepler Telescope NA
## disc_telescope1.0 m McLellan telescope NA
## disc_telescope1.2 m Leonhard Euler Telescope NA
## disc_telescope1.3 m Warsaw University Telescope NA
## disc_telescope1.4 m CAT Telescope NA
## disc_telescope1.5 m SMARTS telescope NA
## disc_telescope1.5 m Tillinghast Reflector Telescope NA
## disc_telescope1.52 m ESO Telescope NA
## disc_telescope1.8 m Telescope NA
## disc_telescope1.8-m Ritchey-Chretien Telescope NA
## disc_telescope1.88 m Telescope NA
## disc_telescope1.93 m Telescope NA
## disc_telescope10 m Keck I Telescope NA
## disc_telescope10 m Keck II Telescope NA
## disc_telescope2.0 m Alfred Jensch Telescope NA
## disc_telescope2.15 m Jorge Sahade Telescope NA
## disc_telescope2.16 m Telescope NA
## disc_telescope2.2 m MPG/ESO Telescope NA
## disc_telescope2.4 m Automated Planet Finder Telescope NA
## disc_telescope2.5m Sloan Digital Sky Survey (SDSS) Telescope NA
## disc_telescope2.7 m Harlan J. Smith Telescope NA
## disc_telescope2.7m Harlan J. Smith Telescope NA
## disc_telescope20 cm Telescope NA
## disc_telescope279mm RASA-11 wide-field telescope NA
## disc_telescope3.0 m C. Donald Shane Telescope NA
## disc_telescope3.5 m telescope NA
## disc_telescope3.58 m Telescopio Nazionale Galileo NA
## disc_telescope3.6 m ESO Telescope NA
## disc_telescope3.8 m United Kingdom Infrared Telescope NA
## disc_telescope3.9 m Anglo-Australian Telescope NA
## disc_telescope4.3 m Lowell Discovery Telescope NA
## disc_telescope6.5 m Magellan II Clay Telescope NA
## disc_telescope8.19 m Gemini North Telescope NA
## disc_telescope8.19 m Gemini South Telescope NA
## disc_telescope8.2 m ESO VLT UT3 Melipal Telescope NA
## disc_telescope8.2 m ESO VLT UT4 Yepun Telescope NA
## disc_telescope8.2 m Subaru Telescope NA
## disc_telescope9.2 m Hobby-Eberly Telescope NA
## disc_telescopeCanon 200mm f/1.8L NA
## disc_telescopeCanon 400mm f/2.8L NA
## disc_telescopeCoude Auxiliary Telescope NA
## disc_telescopeMamiya 645 80mm f/1.9 NA
## disc_telescopeMEarth-South telescope array NA
## disc_telescopeMultiple Telescopes NA
## disc_telescopeNGTS telescopes NA
## disc_telescopeRowe-Ackermann Schmidt Astrograph telescope NA
## disc_telescopeVery Large Telescope (Antu) NA
## pl_orbper NA
## pl_orbsmax NA
## pl_rade NA
## pl_radj NA
## pl_bmasse NA
## pl_bmassj NA
## pl_bmassprovMass NA
## pl_bmassprovMsin(i)/sin(i) NA
## pl_bmassprovMsini NA
## pl_dens NA
## pl_orbeccen NA
## ttv_flag1 NA
## st_teff NA
## st_mass NA
## st_lum NA
## st_logg NA
## rastr00h01m26.90s NA
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## rastr19h57m37.69s NA
## rastr19h57m42.44s NA
## rastr19h58m00.41s NA
## rastr19h58m06.24s NA
## rastr19h58m08.34s NA
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## rastr19h58m20.00s NA
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## rastr19h59m19.34s NA
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## rastr19h59m35.19s NA
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## rastr19h59m49.74s NA
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## rastr20h00m24.56s NA
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## rastr20h00m49.59s NA
## rastr20h00m58.10s NA
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## rastr20h01m19.76s NA
## rastr20h01m22.57s NA
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## rastr20h03m44.50s NA
## rastr20h05m06.88s NA
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## rastr20h05m35.03s NA
## rastr20h06m10.33s NA
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## rastr20h06m52.99s NA
## rastr20h07m19.64s NA
## rastr20h08m06.15s NA
## rastr20h09m28.50s NA
## rastr20h11m11.62s NA
## rastr20h11m30.72s NA
## rastr20h12m40.03s NA
## rastr20h12m46.90s NA
## rastr20h13m31.65s NA
## rastr20h13m52.26s NA
## rastr20h13m59.78s NA
## rastr20h14m32.12s NA
## rastr20h15m18.83s NA
## rastr20h16m05.96s NA
## rastr20h16m49.92s NA
## rastr20h18m09.32s NA
## rastr20h19m12.01s NA
## rastr20h20m00.47s NA
## rastr20h20m22.97s NA
## rastr20h20m53.27s NA
## rastr20h21m45.92s NA
## rastr20h24m29.74s NA
## rastr20h26m57.87s NA
## rastr20h27m42.88s NA
## rastr20h27m59.52s NA
## rastr20h28m19.02s NA
## rastr20h29m40.39s NA
## rastr20h30m23.21s NA
## rastr20h30m54.13s NA
## rastr20h31m26.38s NA
## rastr20h37m51.31s NA
## rastr20h38m02.70s NA
## rastr20h39m32.87s NA
## rastr20h39m51.95s NA
## rastr20h39m53.09s NA
## rastr20h41m44.74s NA
## rastr20h44m10.26s NA
## rastr20h44m22.08s NA
## rastr20h45m01.99s NA
## rastr20h45m09.87s NA
## rastr20h46m41.60s NA
## rastr20h49m21.62s NA
## rastr20h49m47.83s NA
## rastr20h49m49.80s NA
## rastr20h52m40.09s NA
## rastr20h52m51.71s NA
## rastr20h54m44.95s NA
## rastr20h54m45.90s NA
## rastr20h55m04.96s NA
## rastr20h55m07.98s NA
## rastr20h55m09.19s NA
## rastr20h55m36.01s NA
## rastr20h57m04.45s NA
## rastr20h58m18.11s NA
## rastr20h58m25.88s NA
## rastr21h00m06.23s NA
## rastr21h01m39.40s NA
## rastr21h01m54.53s NA
## rastr21h02m07.67s NA
## rastr21h03m37.32s NA
## rastr21h04m48.89s NA
## rastr21h06m31.65s NA
## rastr21h06m39.94s NA
## rastr21h07m50.76s NA
## rastr21h09m22.70s NA
## rastr21h10m12.37s NA
## rastr21h13m36.24s NA
## rastr21h14m56.88s NA
## rastr21h14m57.73s NA
## rastr21h16m27.54s NA
## rastr21h18m47.90s NA
## rastr21h19m47.93s NA
## rastr21h21m54.83s NA
## rastr21h22m06.40s NA
## rastr21h23m03.09s NA
## rastr21h26m23.09s NA
## rastr21h28m12.25s NA
## rastr21h29m00.90s NA
## rastr21h32m23.20s NA
## rastr21h33m33.90s NA
## rastr21h35m40.47s NA
## rastr21h38m08.43s NA
## rastr21h38m08.63s NA
## rastr21h40m03.49s NA
## rastr21h40m48.39s NA
## rastr21h41m28.87s NA
## rastr21h42m22.03s NA
## rastr21h43m24.90s NA
## rastr21h45m22.00s NA
## rastr21h47m24.40s NA
## rastr21h49m59.45s NA
## rastr21h50m00.12s NA
## rastr21h50m39.77s NA
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## rastr21h54m04.20s NA
## rastr21h54m52.36s NA
## rastr21h55m54.22s NA
## rastr21h56m23.99s NA
## rastr21h57m19.98s NA
## rastr21h58m59.78s NA
## rastr22h03m10.81s NA
## rastr22h03m29.14s NA
## rastr22h04m12.10s NA
## rastr22h04m48.74s NA
## rastr22h06m06.40s NA
## rastr22h09m29.95s NA
## rastr22h09m34.83s NA
## rastr22h09m38.15s NA
## rastr22h09m41.52s NA
## rastr22h10m51.44s NA
## rastr22h11m47.58s NA
## rastr22h11m51.33s NA
## rastr22h12m06.50s NA
## rastr22h13m43.79s NA
## rastr22h15m00.45s NA
## rastr22h15m15.80s NA
## rastr22h18m06.88s NA
## rastr22h18m29.46s NA
## rastr22h22m03.10s NA
## rastr22h22m15.88s NA
## rastr22h22m29.60s NA
## rastr22h24m36.56s NA
## rastr22h25m17.31s NA
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## rastr22h27m02.98s NA
## rastr22h27m31.29s NA
## rastr22h29m49.88s NA
## rastr22h30m02.47s NA
## rastr22h30m49.68s NA
## rastr22h31m00.15s NA
## rastr22h31m05.47s NA
## rastr22h33m28.37s NA
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## rastr22h34m25.50s NA
## rastr22h35m56.09s NA
## rastr22h36m06.20s NA
## rastr22h40m19.97s NA
## rastr22h41m12.91s NA
## rastr22h43m21.14s NA
## rastr22h45m27.37s NA
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## rastr22h47m30.45s NA
## rastr22h48m07.60s NA
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## rastr22h52m09.96s NA
## rastr22h53m03.98s NA
## rastr22h53m17.75s NA
## rastr22h53m38.27s NA
## rastr22h54m39.35s NA
## rastr22h55m29.30s NA
## rastr22h55m53.97s NA
## rastr22h57m28.21s NA
## rastr22h57m46.89s NA
## rastr22h58m15.53s NA
## rastr22h59m29.66s NA
## rastr23h03m08.11s NA
## rastr23h04m18.02s NA
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## rastr23h06m30.33s NA
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## rastr23h09m11.38s NA
## rastr23h09m58.27s NA
## rastr23h10m29.26s NA
## rastr23h10m49.04s NA
## rastr23h10m50.60s NA
## rastr23h12m14.15s NA
## rastr23h12m37.71s NA
## rastr23h13m20.93s NA
## rastr23h13m26.50s NA
## rastr23h13m58.75s NA
## rastr23h14m07.67s NA
## rastr23h14m53.85s NA
## rastr23h15m42.22s NA
## rastr23h15m47.77s NA
## rastr23h15m53.88s NA
## rastr23h15m58.33s NA
## rastr23h16m15.23s NA
## rastr23h16m49.73s NA
## rastr23h17m10.72s NA
## rastr23h17m32.24s NA
## rastr23h18m14.22s NA
## rastr23h18m29.51s NA
## rastr23h18m46.73s NA
## rastr23h20m06.86s NA
## rastr23h20m14.40s NA
## rastr23h21m58.73s NA
## rastr23h23m40.09s NA
## rastr23h24m32.49s NA
## rastr23h25m52.97s NA
## rastr23h26m27.47s NA
## rastr23h26m36.82s NA
## rastr23h27m05.23s NA
## rastr23h28m41.41s NA
## rastr23h31m17.80s NA
## rastr23h31m20.69s NA
## rastr23h31m52.81s NA
## rastr23h32m07.96s NA
## rastr23h32m55.05s NA
## rastr23h32m58.45s NA
## rastr23h33m19.66s NA
## rastr23h34m15.10s NA
## rastr23h34m27.90s NA
## rastr23h35m49.04s NA
## rastr23h36m40.49s NA
## rastr23h36m57.80s NA
## rastr23h38m00.61s NA
## rastr23h38m07.68s NA
## rastr23h39m05.78s NA
## rastr23h39m20.60s NA
## rastr23h41m51.38s NA
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## rastr23h46m40.01s NA
## rastr23h50m19.36s NA
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## rastr23h54m03.63s NA
## rastr23h54m14.12s NA
## rastr23h54m40.53s NA
## rastr23h56m36.47s NA
## rastr23h56m45.96s NA
## rastr23h57m23.77s NA
## rastr23h58m51.94s NA
## rastr23h59m10.41s NA
## rastr23h59m36.21s NA
## rastr23h59m54.00s NA
## ra NA
## decstr-00d07m41.42s NA
## decstr-00d10m14.63s NA
## decstr-00d16m55.48s NA
## decstr-00d17m56.96s NA
## decstr-00d23m36.37s NA
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## decstr-01d02m06.10s NA
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## decstr-01d04m24.00s NA
## decstr-01d04m33.61s NA
## decstr-01d06m39.32s NA
## decstr-01d09m48.97s NA
## decstr-01d11m21.06s NA
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## decstr-01d15m08.28s NA
## decstr-01d17m07.24s NA
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## decstr-01d19m42.39s NA
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## decstr-01d35m32.25s NA
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## decstr-01d58m58.03s NA
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## decstr-02d02m42.34s NA
## decstr-02d03m27.67s NA
## decstr-02d08m39.97s NA
## decstr-02d11m04.98s NA
## decstr-02d15m40.19s NA
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## decstr-02d16m40.94s NA
## decstr-02d23m43.62s NA
## decstr-02d28m25.77s NA
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## decstr-02d38m19.57s NA
## decstr-02d39m08.24s NA
## decstr-02d46m28.95s NA
## decstr-02d46m44.90s NA
## decstr-02d58m15.53s NA
## decstr-03d00m30.89s NA
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## decstr-03d06m07.70s NA
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## decstr-03d22m51.81s NA
## decstr-03d23m46.90s NA
## decstr-03d26m40.20s NA
## decstr-03d33m11.21s NA
## decstr-03d33m44.96s NA
## decstr-03d39m58.06s NA
## decstr-03d43m09.44s NA
## decstr-03d48m30.08s NA
## decstr-03d50m06.00s NA
## decstr-03d54m20.07s NA
## decstr-03d58m31.59s NA
## decstr-04d03m00.38s NA
## decstr-04d25m20.27s NA
## decstr-04d38m26.99s NA
## decstr-04d45m19.95s NA
## decstr-04d48m25.21s NA
## decstr-05d00m43.31s NA
## decstr-05d02m36.46s NA
## decstr-05d02m52.70s NA
## decstr-05d03m14.84s NA
## decstr-05d04m46.15s NA
## decstr-05d05m11.24s NA
## decstr-05d05m41.49s NA
## decstr-05d09m50.92s NA
## decstr-05d10m42.27s NA
## decstr-05d22m00.53s NA
## decstr-05d26m32.98s NA
## decstr-05d32m09.74s NA
## decstr-05d40m30.41s NA
## decstr-05d45m53.86s NA
## decstr-05d59m10.46s NA
## decstr-05d59m46.82s NA
## decstr-06d00m09.37s NA
## decstr-06d08m09.90s NA
## decstr-06d08m21.61s NA
## decstr-06d13m47.21s NA
## decstr-06d24m07.45s NA
## decstr-06d36m44.24s NA
## decstr-06d43m18.65s NA
## decstr-06d48m14.66s NA
## decstr-07d03m38.40s NA
## decstr-07d15m27.15s NA
## decstr-07d19m05.01s NA
## decstr-07d23m24.53s NA
## decstr-07d24m29.68s NA
## decstr-07d33m02.15s NA
## decstr-07d43m21.70s NA
## decstr-07d47m42.15s NA
## decstr-07d51m27.21s NA
## decstr-07d57m22.87s NA
## decstr-07d59m44.41s NA
## decstr-08d01m37.15s NA
## decstr-08d03m13.03s NA
## decstr-08d14m01.02s NA
## decstr-08d16m52.12s NA
## decstr-08d19m03.49s NA
## decstr-08d19m40.89s NA
## decstr-08d32m55.03s NA
## decstr-08d35m49.51s NA
## decstr-08d44m49.98s NA
## decstr-08d49m27.34s NA
## decstr-08d50m52.94s NA
## decstr-09d01m22.59s NA
## decstr-09d05m16.11s NA
## decstr-09d19m29.89s NA
## decstr-09d23m57.71s NA
## decstr-09d27m29.42s NA
## decstr-09d30m48.83s NA
## decstr-09d30m59.65s NA
## decstr-09d35m48.09s NA
## decstr-09d36m27.40s NA
## decstr-09d36m43.23s NA
## decstr-09d45m54.86s NA
## decstr-09d46m26.88s NA
## decstr-09d48m23.20s NA
## decstr-09d56m45.85s NA
## decstr-10d08m46.37s NA
## decstr-10d14m36.49s NA
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## decstr-10d21m07.84s NA
## decstr-10d25m28.63s NA
## decstr-10d33m03.87s NA
## decstr-10d37m49.16s NA
## decstr-10d38m21.62s NA
## decstr-10d40m31.69s NA
## decstr-10d42m41.53s NA
## decstr-10d43m30.29s NA
## decstr-10d46m13.52s NA
## decstr-10d50m59.06s NA
## decstr-10d53m52.89s NA
## decstr-10d58m35.12s NA
## decstr-11d02m01.40s NA
## decstr-11d02m41.79s NA
## decstr-11d14m07.22s NA
## decstr-11d24m24.43s NA
## decstr-11d34m45.55s NA
## decstr-11d35m20.36s NA
## decstr-11d37m17.47s NA
## decstr-11d38m13.37s NA
## decstr-11d43m04.08s NA
## decstr-11d50m16.05s NA
## decstr-11d54m04.23s NA
## decstr-11d55m22.71s NA
## decstr-11d56m17.75s NA
## decstr-12d01m08.64s NA
## decstr-12d05m05.51s NA
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## decstr-12d07m49.07s NA
## decstr-12d10m01.79s NA
## decstr-12d17m05.71s NA
## decstr-12d31m01.22s NA
## decstr-12d38m11.13s NA
## decstr-12d40m03.67s NA
## decstr-12d47m00.07s NA
## decstr-12d47m32.01s NA
## decstr-12d55m39.59s NA
## decstr-12d56m41.17s NA
## decstr-12d59m08.37s NA
## decstr-13d10m29.43s NA
## decstr-13d15m23.50s NA
## decstr-13d23m58.64s NA
## decstr-13d26m00.18s NA
## decstr-13d33m34.37s NA
## decstr-13d34m37.09s NA
## decstr-13d43m54.50s NA
## decstr-13d54m24.01s NA
## decstr-13d59m10.81s NA
## decstr-14d04m06.38s NA
## decstr-14d15m59.74s NA
## decstr-14d16m36.27s NA
## decstr-14d25m08.94s NA
## decstr-14d27m26.75s NA
## decstr-14d29m21.57s NA
## decstr-14d29m41.20s NA
## decstr-14d32m14.22s NA
## decstr-14d47m22.21s NA
## decstr-14d56m52.15s NA
## decstr-14d57m03.52s NA
## decstr-14d59m30.39s NA
## decstr-15d01m34.41s NA
## decstr-15d16m02.66s NA
## decstr-15d16m25.34s NA
## decstr-15d16m26.79s NA
## decstr-15d53m43.44s NA
## decstr-15d56m01.68s NA
## decstr-15d57m51.64s NA
## decstr-16d02m10.78s NA
## decstr-16d13m38.37s NA
## decstr-16d20m21.30s NA
## decstr-16d24m23.20s NA
## decstr-16d30m32.41s NA
## decstr-16d35m40.18s NA
## decstr-16d43m28.73s NA
## decstr-16d57m23.37s NA
## decstr-16d57m55.40s NA
## decstr-16d59m46.48s NA
## decstr-17d00m01.10s NA
## decstr-17d04m39.34s NA
## decstr-17d06m54.62s NA
## decstr-17d15m02.88s NA
## decstr-17d15m50.78s NA
## decstr-17d19m59.05s NA
## decstr-17d28m54.53s NA
## decstr-17d30m12.59s NA
## decstr-17d39m28.01s NA
## decstr-17d41m13.42s NA
## decstr-17d46m34.30s NA
## decstr-17d54m38.57s NA
## decstr-18d00m41.99s NA
## decstr-18d01m19.10s NA
## decstr-18d06m24.98s NA
## decstr-18d18m56.79s NA
## decstr-18d26m09.50s NA
## decstr-18d52m35.13s NA
## decstr-18d58m17.07s NA
## decstr-19d01m53.86s NA
## decstr-19d03m17.20s NA
## decstr-19d03m24.55s NA
## decstr-19d15m22.25s NA
## decstr-19d17m03.67s NA
## decstr-19d17m30.07s NA
## decstr-19d18m53.02s NA
## decstr-19d20m03.71s NA
## decstr-19d20m51.53s NA
## decstr-19d21m21.32s NA
## decstr-19d26m15.10s NA
## decstr-19d30m26.63s NA
## decstr-19d32m32.30s NA
## decstr-19d32m34.98s NA
## decstr-19d33m25.05s NA
## decstr-19d36m19.06s NA
## decstr-19d39m46.05s NA
## decstr-19d41m27.15s NA
## decstr-19d42m16.01s NA
## decstr-19d44m50.76s NA
## decstr-19d49m44.18s NA
## decstr-19d55m53.34s NA
## decstr-19d56m59.03s NA
## decstr-19d57m12.40s NA
## decstr-20d09m58.96s NA
## decstr-20d11m56.03s NA
## decstr-20d13m54.47s NA
## decstr-20d16m02.40s NA
## decstr-20d16m31.57s NA
## decstr-20d21m20.18s NA
## decstr-20d27m03.60s NA
## decstr-20d37m00.45s NA
## decstr-20d39m42.63s NA
## decstr-20d47m23.02s NA
## decstr-20d48m09.73s NA
## decstr-20d51m23.30s NA
## decstr-20d57m28.65s NA
## decstr-20d58m56.71s NA
## decstr-21d11m46.37s NA
## decstr-21d12m11.92s NA
## decstr-21d12m28.29s NA
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## decstr-40d02m40.31s NA
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## decstr-41d16m12.36s NA
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## decstr-58d00m19.37s NA
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## decstr+01d25m34.67s NA
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## decstr+49d06m36.99s NA
## decstr+49d08m24.11s NA
## decstr+49d08m24.40s NA
## decstr+49d08m33.48s NA
## decstr+49d09m17.04s NA
## decstr+49d09m30.95s NA
## decstr+49d09m43.25s NA
## decstr+49d10m58.42s NA
## decstr+49d11m24.62s NA
## decstr+49d11m26.68s NA
## decstr+49d12m08.93s NA
## decstr+49d12m13.41s NA
## decstr+49d12m31.35s NA
## decstr+49d12m44.83s NA
## decstr+49d13m54.51s NA
## decstr+49d13m58.62s NA
## decstr+49d14m14.71s NA
## decstr+49d15m14.21s NA
## decstr+49d15m22.76s NA
## decstr+49d15m22.97s NA
## decstr+49d15m32.14s NA
## decstr+49d15m40.66s NA
## decstr+49d15m42.00s NA
## decstr+49d15m43.47s NA
## decstr+49d16m38.18s NA
## decstr+49d18m06.60s NA
## decstr+49d18m18.45s NA
## decstr+49d18m20.31s NA
## decstr+49d18m50.74s NA
## decstr+49d18m59.12s NA
## decstr+49d18m59.55s NA
## decstr+49d19m33.13s NA
## decstr+49d19m48.31s NA
## decstr+49d19m51.52s NA
## decstr+49d21m14.01s NA
## decstr+49d21m32.26s NA
## decstr+49d22m00.46s NA
## decstr+49d22m41.06s NA
## decstr+49d22m47.36s NA
## decstr+49d24m22.67s NA
## decstr+49d24m45.15s NA
## decstr+49d25m00.83s NA
## decstr+49d25m07.43s NA
## decstr+49d26m14.14s NA
## decstr+49d27m03.37s NA
## decstr+49d27m08.73s NA
## decstr+49d27m42.40s NA
## decstr+49d28m24.44s NA
## decstr+49d28m45.31s NA
## decstr+49d28m47.82s NA
## decstr+49d28m51.06s NA
## decstr+49d29m05.88s NA
## decstr+49d29m31.40s NA
## decstr+49d31m24.22s NA
## decstr+49d31m57.66s NA
## decstr+49d31m59.34s NA
## decstr+49d32m24.53s NA
## decstr+49d32m53.81s NA
## decstr+49d33m43.78s NA
## decstr+49d34m45.93s NA
## decstr+49d35m12.98s NA
## decstr+49d35m15.42s NA
## decstr+49d35m20.56s NA
## decstr+49d35m41.85s NA
## decstr+49d35m54.40s NA
## decstr+49d37m24.23s NA
## decstr+49d37m35.35s NA
## decstr+49d38m13.56s NA
## decstr+49d38m16.05s NA
## decstr+49d38m56.74s NA
## decstr+49d39m10.94s NA
## decstr+49d39m12.66s NA
## decstr+49d39m49.92s NA
## decstr+49d40m00.67s NA
## decstr+49d40m59.31s NA
## decstr+49d41m32.43s NA
## decstr+49d41m46.23s NA
## decstr+49d42m24.33s NA
## decstr+49d43m39.90s NA
## decstr+49d43m47.81s NA
## decstr+49d43m52.40s NA
## decstr+49d44m13.75s NA
## decstr+49d44m19.25s NA
## decstr+49d44m38.91s NA
## decstr+49d45m43.29s NA
## decstr+49d45m54.17s NA
## decstr+49d46m10.93s NA
## decstr+49d46m28.25s NA
## decstr+49d46m33.19s NA
## decstr+49d46m52.48s NA
## decstr+49d47m19.35s NA
## decstr+49d47m28.08s NA
## decstr+49d47m51.17s NA
## decstr+49d48m02.36s NA
## decstr+49d48m05.86s NA
## decstr+49d49m32.19s NA
## decstr+49d49m46.28s NA
## decstr+49d50m40.74s NA
## decstr+49d51m39.81s NA
## decstr+49d51m54.55s NA
## decstr+49d52m20.94s NA
## decstr+49d53m39.19s NA
## decstr+49d53m47.62s NA
## decstr+49d54m54.08s NA
## decstr+49d55m23.52s NA
## decstr+49d55m25.73s NA
## decstr+49d56m10.17s NA
## decstr+49d56m15.53s NA
## decstr+49d56m15.98s NA
## decstr+49d56m20.02s NA
## decstr+49d56m34.31s NA
## decstr+49d56m44.94s NA
## decstr+49d57m43.64s NA
## decstr+49d58m06.76s NA
## decstr+49d58m32.66s NA
## decstr+49d58m54.30s NA
## decstr+49d59m41.35s NA
## decstr+50d01m12.22s NA
## decstr+50d01m48.24s NA
## decstr+50d02m14.35s NA
## decstr+50d02m25.32s NA
## decstr+50d03m14.60s NA
## decstr+50d04m31.41s NA
## decstr+50d04m32.07s NA
## decstr+50d04m37.86s NA
## decstr+50d04m51.47s NA
## decstr+50d05m44.81s NA
## decstr+50d06m43.34s NA
## decstr+50d07m18.61s NA
## decstr+50d07m41.62s NA
## decstr+50d07m43.36s NA
## decstr+50d07m52.24s NA
## decstr+50d08m08.78s NA
## decstr+50d08m48.09s NA
## decstr+50d08m58.88s NA
## decstr+50d11m18.12s NA
## decstr+50d13m00.86s NA
## decstr+50d13m30.53s NA
## decstr+50d13m49.25s NA
## decstr+50d14m29.34s NA
## decstr+50d14m32.53s NA
## decstr+50d16m30.75s NA
## decstr+50d17m14.51s NA
## decstr+50d18m00.82s NA
## decstr+50d18m29.03s NA
## decstr+50d19m17.66s NA
## decstr+50d20m11.46s NA
## decstr+50d21m11.73s NA
## decstr+50d22m20.22s NA
## decstr+50d22m34.72s NA
## decstr+50d24m32.57s NA
## decstr+50d25m37.38s NA
## decstr+50d27m39.31s NA
## decstr+50d28m12.16s NA
## decstr+50d28m42.96s NA
## decstr+50d29m40.23s NA
## decstr+50d29m54.21s NA
## decstr+50d30m09.93s NA
## decstr+50d31m00.57s NA
## decstr+50d31m54.65s NA
## decstr+50d33m33.25s NA
## decstr+50d34m04.09s NA
## decstr+50d34m04.20s NA
## decstr+50d34m52.86s NA
## decstr+50d35m01.89s NA
## decstr+50d35m10.33s NA
## decstr+50d35m44.10s NA
## decstr+50d35m49.24s NA
## decstr+50d35m54.42s NA
## decstr+50d36m13.60s NA
## decstr+50d37m05.45s NA
## decstr+50d37m17.25s NA
## decstr+50d40m13.41s NA
## decstr+50d40m20.32s NA
## decstr+50d40m22.85s NA
## decstr+50d41m55.58s NA
## decstr+50d43m31.39s NA
## decstr+50d43m37.26s NA
## decstr+50d45m34.41s NA
## decstr+50d47m13.43s NA
## decstr+50d47m20.27s NA
## decstr+50d51m48.37s NA
## decstr+50d54m10.22s NA
## decstr+50d54m35.11s NA
## decstr+50d56m15.22s NA
## decstr+50d56m39.06s NA
## decstr+50d56m39.11s NA
## decstr+50d59m38.83s NA
## decstr+51d00m48.69s NA
## decstr+51d02m28.08s NA
## decstr+51d03m26.44s NA
## decstr+51d03m38.18s NA
## decstr+51d04m54.94s NA
## decstr+51d07m18.21s NA
## decstr+51d08m39.28s NA
## decstr+51d09m15.20s NA
## decstr+51d09m44.72s NA
## decstr+51d11m05.15s NA
## decstr+51d12m10.80s NA
## decstr+51d12m31.01s NA
## decstr+51d12m32.54s NA
## decstr+51d13m21.88s NA
## decstr+51d14m08.90s NA
## decstr+51d14m14.66s NA
## decstr+51d14m53.38s NA
## decstr+51d14m59.82s NA
## decstr+51d15m00.87s NA
## decstr+51d16m08.84s NA
## decstr+51d16m16.60s NA
## decstr+51d16m32.32s NA
## decstr+51d16m37.17s NA
## decstr+51d17m19.60s NA
## decstr+51d18m14.01s NA
## decstr+51d19m10.04s NA
## decstr+51d19m15.26s NA
## decstr+51d20m05.36s NA
## decstr+51d20m52.36s NA
## decstr+51d21m16.04s NA
## decstr+51d21m29.50s NA
## decstr+51d22m33.41s NA
## decstr+51d24m32.38s NA
## decstr+51d28m21.97s NA
## decstr+51d28m42.01s NA
## decstr+51d29m54.17s NA
## decstr+51d30m17.16s NA
## decstr+51d41m08.56s NA
## decstr+51d41m44.78s NA
## decstr+51d44m14.49s NA
## decstr+51d45m26.02s NA
## decstr+51d46m43.59s NA
## decstr+51d54m17.47s NA
## decstr+52d03m14.12s NA
## decstr+52d04m12.75s NA
## decstr+52d08m56.78s NA
## decstr+52d16m36.22s NA
## decstr+52d41m00.68s NA
## decstr+52d56m38.92s NA
## decstr+53d01m16.59s NA
## decstr+53d22m51.46s NA
## decstr+53d30m32.49s NA
## decstr+53d34m05.53s NA
## decstr+53d43m41.48s NA
## decstr+53d55m19.74s NA
## decstr+53d57m02.97s NA
## decstr+54d17m15.43s NA
## decstr+54d18m12.10s NA
## decstr+54d24m32.30s NA
## decstr+54d29m10.15s NA
## decstr+54d51m04.37s NA
## decstr+54d53m41.34s NA
## decstr+55d01m11.93s NA
## decstr+55d28m22.90s NA
## decstr+55d35m16.88s NA
## decstr+55d51m02.40s NA
## decstr+56d01m32.55s NA
## decstr+56d23m32.89s NA
## decstr+56d39m02.44s NA
## decstr+56d41m53.62s NA
## decstr+56d43m49.08s NA
## decstr+56d52m05.77s NA
## decstr+56d53m13.71s NA
## decstr+57d01m46.13s NA
## decstr+57d10m10.65s NA
## decstr+57d38m26.37s NA
## decstr+57d49m01.95s NA
## decstr+58d02m35.60s NA
## decstr+58d09m40.23s NA
## decstr+58d16m05.19s NA
## decstr+58d16m32.02s NA
## decstr+58d25m34.13s NA
## decstr+58d57m58.11s NA
## decstr+59d15m13.97s NA
## decstr+59d24m45.01s NA
## decstr+59d26m39.38s NA
## decstr+59d26m56.05s NA
## decstr+59d29m30.61s NA
## decstr+60d40m34.67s NA
## decstr+60d57m50.83s NA
## decstr+61d08m05.97s NA
## decstr+61d12m48.19s NA
## decstr+61d27m39.07s NA
## decstr+61d40m45.65s NA
## decstr+61d42m05.42s NA
## decstr+61d58m12.38s NA
## decstr+62d14m21.09s NA
## decstr+62d18m19.37s NA
## decstr+62d20m43.58s NA
## decstr+62d31m45.08s NA
## decstr+62d45m13.74s NA
## decstr+62d47m09.42s NA
## decstr+63d04m41.08s NA
## decstr+63d09m20.21s NA
## decstr+63d21m10.02s NA
## decstr+63d27m13.95s NA
## decstr+63d36m37.18s NA
## decstr+63d40m12.02s NA
## decstr+64d01m56.75s NA
## decstr+64d19m06.15s NA
## decstr+64d19m40.98s NA
## decstr+64d47m49.75s NA
## decstr+64d57m49.84s NA
## decstr+65d09m44.39s NA
## decstr+65d33m48.11s NA
## decstr+65d35m39.08s NA
## decstr+65d36m31.62s NA
## decstr+65d50m01.31s NA
## decstr+65d51m15.11s NA
## decstr+66d04m19.92s NA
## decstr+66d14m06.19s NA
## decstr+66d20m52.58s NA
## decstr+66d21m31.35s NA
## decstr+66d51m01.09s NA
## decstr+67d14m21.13s NA
## decstr+67d14m34.48s NA
## decstr+68d20m01.23s NA
## decstr+68d43m11.92s NA
## decstr+69d04m26.86s NA
## decstr+69d16m35.83s NA
## decstr+69d31m22.34s NA
## decstr+69d34m15.01s NA
## decstr+69d38m20.89s NA
## decstr+70d11m24.14s NA
## decstr+70d14m18.53s NA
## decstr+70d23m27.88s NA
## decstr+70d31m37.50s NA
## decstr+70d47m34.17s NA
## decstr+71d18m50.24s NA
## decstr+71d39m20.62s NA
## decstr+71d45m11.12s NA
## decstr+71d49m26.19s NA
## decstr+72d09m20.56s NA
## decstr+72d09m40.25s NA
## decstr+72d17m47.81s NA
## decstr+72d24m53.75s NA
## decstr+72d27m21.09s NA
## decstr+72d36m45.29s NA
## decstr+72d42m37.13s NA
## decstr+73d09m07.69s NA
## decstr+73d11m42.39s NA
## decstr+73d49m39.24s NA
## decstr+73d52m04.85s NA
## decstr+74d03m46.29s NA
## decstr+74d04m48.28s NA
## decstr+74d29m21.62s NA
## decstr+74d49m37.96s NA
## decstr+74d54m03.38s NA
## decstr+75d02m38.36s NA
## decstr+76d12m39.67s NA
## decstr+76d42m36.53s NA
## decstr+76d54m19.21s NA
## decstr+77d37m59.16s NA
## decstr+77d39m42.18s NA
## decstr+77d47m24.44s NA
## decstr+78d03m52.70s NA
## decstr+79d13m54.66s NA
## decstr+79d15m23.31s NA
## decstr+79d25m06.89s NA
## decstr+79d47m21.85s NA
## decstr+80d08m11.05s NA
## decstr+80d16m02.58s NA
## decstr+81d02m20.35s NA
## decstr+81d19m34.71s NA
## decstr+82d14m43.49s NA
## decstr+83d22m21.74s NA
## decstr+83d41m51.11s NA
## decstr+84d20m01.54s NA
## decstr+84d21m51.35s NA
## decstr+85d13m59.95s NA
## decstr+85d44m11.52s NA
## dec NA
## sy_dist NA
## sy_vmag NA
## sy_kmag NA
## sy_gaiamag NA
## sy_gaiamagerr1 NA
## sy_gaiamagerr2 NA
## t value
## (Intercept) NaN
## pl_name11 UMi b NaN
## pl_name14 And b NaN
## pl_name14 Her b NaN
## pl_name16 Cyg B b NaN
## pl_name17 Sco b NaN
## pl_name18 Del b NaN
## pl_name24 Boo b NaN
## pl_name24 Sex b NaN
## pl_name24 Sex c NaN
## pl_name2MASS J19383260+4603591 b NaN
## pl_name30 Ari B b NaN
## pl_name4 UMa b NaN
## pl_name42 Dra b NaN
## pl_name47 UMa b NaN
## pl_name47 UMa c NaN
## pl_name47 UMa d NaN
## pl_name51 Eri b NaN
## pl_name51 Peg b NaN
## pl_name55 Cnc b NaN
## pl_name55 Cnc c NaN
## pl_name55 Cnc d NaN
## pl_name55 Cnc e NaN
## pl_name55 Cnc f NaN
## pl_name6 Lyn b NaN
## pl_name61 Vir b NaN
## pl_name61 Vir c NaN
## pl_name61 Vir d NaN
## pl_name7 CMa b NaN
## pl_name7 CMa c NaN
## pl_name70 Vir b NaN
## pl_name75 Cet b NaN
## pl_name8 UMi b NaN
## pl_name81 Cet b NaN
## pl_name91 Aqr b NaN
## pl_nameAF Lep b NaN
## pl_nameAU Mic b NaN
## pl_nameAU Mic c NaN
## pl_nameBD-00 4475 b NaN
## pl_nameBD-06 1339 b NaN
## pl_nameBD-06 1339 c NaN
## pl_nameBD-08 2823 b NaN
## pl_nameBD-08 2823 c NaN
## pl_nameBD-10 3166 b NaN
## pl_nameBD-11 4672 b NaN
## pl_nameBD-11 4672 c NaN
## pl_nameBD-13 2130 b NaN
## pl_nameBD-17 63 b NaN
## pl_nameBD-210397 b NaN
## pl_nameBD-210397 c NaN
## pl_nameBD+03 2562 b NaN
## pl_nameBD+14 4559 b NaN
## pl_nameBD+15 2375 b NaN
## pl_nameBD+15 2940 b NaN
## pl_nameBD+20 2457 b NaN
## pl_nameBD+20 2457 c NaN
## pl_nameBD+20 274 b NaN
## pl_nameBD+20 594 b NaN
## pl_nameBD+45 564 b NaN
## pl_nameBD+48 738 b NaN
## pl_nameBD+48 740 b NaN
## pl_nameBD+49 828 b NaN
## pl_nameBD+55 362 b NaN
## pl_nameBD+63 1405 b NaN
## pl_namebet Cnc b NaN
## pl_namebet Pic b NaN
## pl_namebet Pic c NaN
## pl_nameCoRoT-1 b NaN
## pl_nameCoRoT-10 b NaN
## pl_nameCoRoT-11 b NaN
## pl_nameCoRoT-12 b NaN
## pl_nameCoRoT-13 b NaN
## pl_nameCoRoT-14 b NaN
## pl_nameCoRoT-16 b NaN
## pl_nameCoRoT-17 b NaN
## pl_nameCoRoT-18 b NaN
## pl_nameCoRoT-19 b NaN
## pl_nameCoRoT-2 b NaN
## pl_nameCoRoT-20 b NaN
## pl_nameCoRoT-20 c NaN
## pl_nameCoRoT-21 b NaN
## pl_nameCoRoT-22 b NaN
## pl_nameCoRoT-23 b NaN
## pl_nameCoRoT-24 b NaN
## pl_nameCoRoT-24 c NaN
## pl_nameCoRoT-25 b NaN
## pl_nameCoRoT-26 b NaN
## pl_nameCoRoT-27 b NaN
## pl_nameCoRoT-28 b NaN
## pl_nameCoRoT-29 b NaN
## pl_nameCoRoT-3 b NaN
## pl_nameCoRoT-30 b NaN
## pl_nameCoRoT-31 b NaN
## pl_nameCoRoT-35 b NaN
## pl_nameCoRoT-36 b NaN
## pl_nameCoRoT-4 b NaN
## pl_nameCoRoT-5 b NaN
## pl_nameCoRoT-6 b NaN
## pl_nameCoRoT-7 b NaN
## pl_nameCoRoT-7 c NaN
## pl_nameCoRoT-8 b NaN
## pl_nameCoRoT-9 b NaN
## pl_nameDE CVn b NaN
## pl_nameDMPP-1 b NaN
## pl_nameDMPP-1 c NaN
## pl_nameDMPP-1 d NaN
## pl_nameDMPP-1 e NaN
## pl_nameDMPP-2 b NaN
## pl_nameDMPP-4 b NaN
## pl_nameEPIC 201170410.02 NaN
## pl_nameEPIC 211822797 b NaN
## pl_nameEPIC 211945201 b NaN
## pl_nameEPIC 212737443 b NaN
## pl_nameEPIC 212737443 c NaN
## pl_nameEPIC 220674823 b NaN
## pl_nameEPIC 220674823 c NaN
## pl_nameEPIC 229004835 b NaN
## pl_nameEPIC 249893012 b NaN
## pl_nameEPIC 249893012 c NaN
## pl_nameEPIC 249893012 d NaN
## pl_nameeps CrB b NaN
## pl_nameeps Eri b NaN
## pl_nameeps Ind A b NaN
## pl_nameeps Tau b NaN
## pl_namegam Cep b NaN
## pl_namegam Lib b NaN
## pl_namegam Lib c NaN
## pl_namegam Psc b NaN
## pl_nameGJ 1061 b NaN
## pl_nameGJ 1061 c NaN
## pl_nameGJ 1061 d NaN
## pl_nameGJ 1132 b NaN
## pl_nameGJ 1132 c NaN
## pl_nameGJ 1148 b NaN
## pl_nameGJ 1148 c NaN
## pl_nameGJ 1214 b NaN
## pl_nameGJ 1252 b NaN
## pl_nameGJ 1265 b NaN
## pl_nameGJ 143 b NaN
## pl_nameGJ 15 A b NaN
## pl_nameGJ 15 A c NaN
## pl_nameGJ 160.2 b NaN
## pl_nameGJ 163 b NaN
## pl_nameGJ 163 c NaN
## pl_nameGJ 163 d NaN
## pl_nameGJ 179 b NaN
## pl_nameGJ 180 b NaN
## pl_nameGJ 180 c NaN
## pl_nameGJ 180 d NaN
## pl_nameGJ 2030 b NaN
## pl_nameGJ 2030 c NaN
## pl_nameGJ 2056 b NaN
## pl_nameGJ 229 A c NaN
## pl_nameGJ 229 b NaN
## pl_nameGJ 251 b NaN
## pl_nameGJ 27.1 b NaN
## pl_nameGJ 3021 b NaN
## pl_nameGJ 3082 b NaN
## pl_nameGJ 3090 b NaN
## pl_nameGJ 3138 b NaN
## pl_nameGJ 3138 c NaN
## pl_nameGJ 3138 d NaN
## pl_nameGJ 317 b NaN
## pl_nameGJ 317 c NaN
## pl_nameGJ 328 b NaN
## pl_nameGJ 3293 b NaN
## pl_nameGJ 3293 c NaN
## pl_nameGJ 3293 d NaN
## pl_nameGJ 3293 e NaN
## pl_nameGJ 3341 b NaN
## pl_nameGJ 338 B b NaN
## pl_nameGJ 3470 b NaN
## pl_nameGJ 3473 b NaN
## pl_nameGJ 3473 c NaN
## pl_nameGJ 3512 b NaN
## pl_nameGJ 3512 c NaN
## pl_nameGJ 3634 b NaN
## pl_nameGJ 367 b NaN
## pl_nameGJ 3779 b NaN
## pl_nameGJ 3929 b NaN
## pl_nameGJ 3929 c NaN
## pl_nameGJ 3942 b NaN
## pl_nameGJ 3998 b NaN
## pl_nameGJ 3998 c NaN
## pl_nameGJ 414 A b NaN
## pl_nameGJ 414 A c NaN
## pl_nameGJ 422 b NaN
## pl_nameGJ 4276 b NaN
## pl_nameGJ 433 b NaN
## pl_nameGJ 433 c NaN
## pl_nameGJ 433 d NaN
## pl_nameGJ 436 b NaN
## pl_nameGJ 463 b NaN
## pl_nameGJ 480 b NaN
## pl_nameGJ 486 b NaN
## pl_nameGJ 514 b NaN
## pl_nameGJ 536 b NaN
## pl_nameGJ 581 b NaN
## pl_nameGJ 581 c NaN
## pl_nameGJ 581 e NaN
## pl_nameGJ 625 b NaN
## pl_nameGJ 649 b NaN
## pl_nameGJ 667 C b NaN
## pl_nameGJ 667 C c NaN
## pl_nameGJ 667 C e NaN
## pl_nameGJ 667 C f NaN
## pl_nameGJ 667 C g NaN
## pl_nameGJ 674 b NaN
## pl_nameGJ 676 A b NaN
## pl_nameGJ 676 A c NaN
## pl_nameGJ 676 A d NaN
## pl_nameGJ 676 A e NaN
## pl_nameGJ 680 b NaN
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## disc_facilityApache Point Observatory NA
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## disc_facilityCerro Tololo Inter-American Observatory NA
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## disc_facilityCoRoT NA
## disc_facilityEuropean Southern Observatory NA
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## disc_facilityGemini Observatory NA
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## disc_facilityLick Observatory NA
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## disc_facilityMcDonald Observatory NA
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## disc_facilityParanal Observatory NA
## disc_facilityQatar NA
## disc_facilityRoque de los Muchachos Observatory NA
## disc_facilitySpitzer Space Telescope NA
## disc_facilitySubaru Telescope NA
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## disc_facilityW. M. Keck Observatory NA
## disc_facilityWASP-South NA
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## disc_telescope0.85 m Spitzer Space Telescope NA
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## disc_telescope8.19 m Gemini South Telescope NA
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## disc_telescope8.2 m Subaru Telescope NA
## disc_telescope9.2 m Hobby-Eberly Telescope NA
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## disc_telescopeCanon 400mm f/2.8L NA
## disc_telescopeCoude Auxiliary Telescope NA
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## disc_telescopeMEarth-South telescope array NA
## disc_telescopeMultiple Telescopes NA
## disc_telescopeNGTS telescopes NA
## disc_telescopeRowe-Ackermann Schmidt Astrograph telescope NA
## disc_telescopeVery Large Telescope (Antu) NA
## pl_orbper NA
## pl_orbsmax NA
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## pl_bmassprovMsini NA
## pl_dens NA
## pl_orbeccen NA
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## rastr23h36m57.80s NA
## rastr23h38m00.61s NA
## rastr23h38m07.68s NA
## rastr23h39m05.78s NA
## rastr23h39m20.60s NA
## rastr23h41m51.38s NA
## rastr23h43m18.88s NA
## rastr23h46m40.01s NA
## rastr23h50m19.36s NA
## rastr23h51m23.14s NA
## rastr23h51m31.01s NA
## rastr23h54m03.63s NA
## rastr23h54m14.12s NA
## rastr23h54m40.53s NA
## rastr23h56m36.47s NA
## rastr23h56m45.96s NA
## rastr23h57m23.77s NA
## rastr23h58m51.94s NA
## rastr23h59m10.41s NA
## rastr23h59m36.21s NA
## rastr23h59m54.00s NA
## ra NA
## decstr-00d07m41.42s NA
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## decstr-00d17m56.96s NA
## decstr-00d23m36.37s NA
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## decstr-00d54m08.64s NA
## decstr-01d02m06.10s NA
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## decstr-01d04m33.61s NA
## decstr-01d06m39.32s NA
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## decstr-01d11m21.06s NA
## decstr-01d11m47.02s NA
## decstr-01d15m08.28s NA
## decstr-01d17m07.24s NA
## decstr-01d17m47.20s NA
## decstr-01d19m42.39s NA
## decstr-01d24m17.00s NA
## decstr-01d27m18.49s NA
## decstr-01d31m47.14s NA
## decstr-01d34m07.08s NA
## decstr-01d34m47.95s NA
## decstr-01d35m32.25s NA
## decstr-01d41m18.87s NA
## decstr-01d43m28.14s NA
## decstr-01d46m26.61s NA
## decstr-01d58m58.03s NA
## decstr-02d01m49.39s NA
## decstr-02d02m42.34s NA
## decstr-02d03m27.67s NA
## decstr-02d08m39.97s NA
## decstr-02d11m04.98s NA
## decstr-02d15m40.19s NA
## decstr-02d15m53.97s NA
## decstr-02d16m40.94s NA
## decstr-02d23m43.62s NA
## decstr-02d28m25.77s NA
## decstr-02d30m47.87s NA
## decstr-02d38m19.57s NA
## decstr-02d39m08.24s NA
## decstr-02d46m28.95s NA
## decstr-02d46m44.90s NA
## decstr-02d58m15.53s NA
## decstr-03d00m30.89s NA
## decstr-03d01m53.35s NA
## decstr-03d06m07.70s NA
## decstr-03d19m11.97s NA
## decstr-03d22m51.81s NA
## decstr-03d23m46.90s NA
## decstr-03d26m40.20s NA
## decstr-03d33m11.21s NA
## decstr-03d33m44.96s NA
## decstr-03d39m58.06s NA
## decstr-03d43m09.44s NA
## decstr-03d48m30.08s NA
## decstr-03d50m06.00s NA
## decstr-03d54m20.07s NA
## decstr-03d58m31.59s NA
## decstr-04d03m00.38s NA
## decstr-04d25m20.27s NA
## decstr-04d38m26.99s NA
## decstr-04d45m19.95s NA
## decstr-04d48m25.21s NA
## decstr-05d00m43.31s NA
## decstr-05d02m36.46s NA
## decstr-05d02m52.70s NA
## decstr-05d03m14.84s NA
## decstr-05d04m46.15s NA
## decstr-05d05m11.24s NA
## decstr-05d05m41.49s NA
## decstr-05d09m50.92s NA
## decstr-05d10m42.27s NA
## decstr-05d22m00.53s NA
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## decstr-05d40m30.41s NA
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## decstr-06d00m09.37s NA
## decstr-06d08m09.90s NA
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## decstr-06d13m47.21s NA
## decstr-06d24m07.45s NA
## decstr-06d36m44.24s NA
## decstr-06d43m18.65s NA
## decstr-06d48m14.66s NA
## decstr-07d03m38.40s NA
## decstr-07d15m27.15s NA
## decstr-07d19m05.01s NA
## decstr-07d23m24.53s NA
## decstr-07d24m29.68s NA
## decstr-07d33m02.15s NA
## decstr-07d43m21.70s NA
## decstr-07d47m42.15s NA
## decstr-07d51m27.21s NA
## decstr-07d57m22.87s NA
## decstr-07d59m44.41s NA
## decstr-08d01m37.15s NA
## decstr-08d03m13.03s NA
## decstr-08d14m01.02s NA
## decstr-08d16m52.12s NA
## decstr-08d19m03.49s NA
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## decstr-08d32m55.03s NA
## decstr-08d35m49.51s NA
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## decstr-08d50m52.94s NA
## decstr-09d01m22.59s NA
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## decstr-09d23m57.71s NA
## decstr-09d27m29.42s NA
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## decstr-09d35m48.09s NA
## decstr-09d36m27.40s NA
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## decstr-09d46m26.88s NA
## decstr-09d48m23.20s NA
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## decstr-10d08m46.37s NA
## decstr-10d14m36.49s NA
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## decstr-10d21m07.84s NA
## decstr-10d25m28.63s NA
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## decstr-10d37m49.16s NA
## decstr-10d38m21.62s NA
## decstr-10d40m31.69s NA
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## decstr-10d46m13.52s NA
## decstr-10d50m59.06s NA
## decstr-10d53m52.89s NA
## decstr-10d58m35.12s NA
## decstr-11d02m01.40s NA
## decstr-11d02m41.79s NA
## decstr-11d14m07.22s NA
## decstr-11d24m24.43s NA
## decstr-11d34m45.55s NA
## decstr-11d35m20.36s NA
## decstr-11d37m17.47s NA
## decstr-11d38m13.37s NA
## decstr-11d43m04.08s NA
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## decstr-11d55m22.71s NA
## decstr-11d56m17.75s NA
## decstr-12d01m08.64s NA
## decstr-12d05m05.51s NA
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## decstr-12d07m49.07s NA
## decstr-12d10m01.79s NA
## decstr-12d17m05.71s NA
## decstr-12d31m01.22s NA
## decstr-12d38m11.13s NA
## decstr-12d40m03.67s NA
## decstr-12d47m00.07s NA
## decstr-12d47m32.01s NA
## decstr-12d55m39.59s NA
## decstr-12d56m41.17s NA
## decstr-12d59m08.37s NA
## decstr-13d10m29.43s NA
## decstr-13d15m23.50s NA
## decstr-13d23m58.64s NA
## decstr-13d26m00.18s NA
## decstr-13d33m34.37s NA
## decstr-13d34m37.09s NA
## decstr-13d43m54.50s NA
## decstr-13d54m24.01s NA
## decstr-13d59m10.81s NA
## decstr-14d04m06.38s NA
## decstr-14d15m59.74s NA
## decstr-14d16m36.27s NA
## decstr-14d25m08.94s NA
## decstr-14d27m26.75s NA
## decstr-14d29m21.57s NA
## decstr-14d29m41.20s NA
## decstr-14d32m14.22s NA
## decstr-14d47m22.21s NA
## decstr-14d56m52.15s NA
## decstr-14d57m03.52s NA
## decstr-14d59m30.39s NA
## decstr-15d01m34.41s NA
## decstr-15d16m02.66s NA
## decstr-15d16m25.34s NA
## decstr-15d16m26.79s NA
## decstr-15d53m43.44s NA
## decstr-15d56m01.68s NA
## decstr-15d57m51.64s NA
## decstr-16d02m10.78s NA
## decstr-16d13m38.37s NA
## decstr-16d20m21.30s NA
## decstr-16d24m23.20s NA
## decstr-16d30m32.41s NA
## decstr-16d35m40.18s NA
## decstr-16d43m28.73s NA
## decstr-16d57m23.37s NA
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## decstr-16d59m46.48s NA
## decstr-17d00m01.10s NA
## decstr-17d04m39.34s NA
## decstr-17d06m54.62s NA
## decstr-17d15m02.88s NA
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## decstr-17d19m59.05s NA
## decstr-17d28m54.53s NA
## decstr-17d30m12.59s NA
## decstr-17d39m28.01s NA
## decstr-17d41m13.42s NA
## decstr-17d46m34.30s NA
## decstr-17d54m38.57s NA
## decstr-18d00m41.99s NA
## decstr-18d01m19.10s NA
## decstr-18d06m24.98s NA
## decstr-18d18m56.79s NA
## decstr-18d26m09.50s NA
## decstr-18d52m35.13s NA
## decstr-18d58m17.07s NA
## decstr-19d01m53.86s NA
## decstr-19d03m17.20s NA
## decstr-19d03m24.55s NA
## decstr-19d15m22.25s NA
## decstr-19d17m03.67s NA
## decstr-19d17m30.07s NA
## decstr-19d18m53.02s NA
## decstr-19d20m03.71s NA
## decstr-19d20m51.53s NA
## decstr-19d21m21.32s NA
## decstr-19d26m15.10s NA
## decstr-19d30m26.63s NA
## decstr-19d32m32.30s NA
## decstr-19d32m34.98s NA
## decstr-19d33m25.05s NA
## decstr-19d36m19.06s NA
## decstr-19d39m46.05s NA
## decstr-19d41m27.15s NA
## decstr-19d42m16.01s NA
## decstr-19d44m50.76s NA
## decstr-19d49m44.18s NA
## decstr-19d55m53.34s NA
## decstr-19d56m59.03s NA
## decstr-19d57m12.40s NA
## decstr-20d09m58.96s NA
## decstr-20d11m56.03s NA
## decstr-20d13m54.47s NA
## decstr-20d16m02.40s NA
## decstr-20d16m31.57s NA
## decstr-20d21m20.18s NA
## decstr-20d27m03.60s NA
## decstr-20d37m00.45s NA
## decstr-20d39m42.63s NA
## decstr-20d47m23.02s NA
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## decstr-20d51m23.30s NA
## decstr-20d57m28.65s NA
## decstr-20d58m56.71s NA
## decstr-21d11m46.37s NA
## decstr-21d12m11.92s NA
## decstr-21d12m28.29s NA
## decstr-21d16m19.26s NA
## decstr-21d28m55.40s NA
## decstr-21d40m25.33s NA
## decstr-21d43m38.71s NA
## decstr-21d48m04.32s NA
## decstr-21d52m03.80s NA
## decstr-21d54m38.56s NA
## decstr-21d56m01.13s NA
## decstr-22d05m39.59s NA
## decstr-22d06m59.00s NA
## decstr-22d09m11.63s NA
## decstr-22d12m16.15s NA
## decstr-22d14m51.75s NA
## decstr-22d17m36.31s NA
## decstr-22d17m45.12s NA
## decstr-22d21m30.04s NA
## decstr-22d23m17.44s NA
## decstr-22d23m24.03s NA
## decstr-22d25m40.80s NA
## decstr-22d27m13.01s NA
## decstr-22d32m48.78s NA
## decstr-22d33m46.83s NA
## decstr-22d40m26.85s NA
## decstr-22d59m12.64s NA
## decstr-23d05m09.62s NA
## decstr-23d11m21.91s NA
## decstr-23d12m10.15s NA
## decstr-23d13m05.18s NA
## decstr-23d14m28.74s NA
## decstr-23d21m17.44s NA
## decstr-23d27m10.11s NA
## decstr-23d29m09.91s NA
## decstr-23d29m32.98s NA
## decstr-23d32m53.78s NA
## decstr-23d33m29.68s NA
## decstr-23d37m10.92s NA
## decstr-23d46m52.47s NA
## decstr-23d49m11.25s NA
## decstr-23d51m39.40s NA
## decstr-23d55m26.84s NA
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## decstr-23d56m45.97s NA
## decstr-23d58m31.76s NA
## decstr-24d05m57.07s NA
## decstr-24d08m12.87s NA
## decstr-24d10m47.26s NA
## decstr-24d18m12.62s NA
## decstr-24d22m08.14s NA
## decstr-24d25m38.60s NA
## decstr-24d25m43.30s NA
## decstr-24d27m15.13s NA
## decstr-24d41m44.07s NA
## decstr-24d53m31.56s NA
## decstr-24d59m26.17s NA
## decstr-25d10m16.82s NA
## decstr-25d12m31.69s NA
## decstr-25d16m34.67s NA
## decstr-25d18m08.31s NA
## decstr-25d18m34.82s NA
## decstr-25d20m58.80s NA
## decstr-25d24m32.12s NA
## decstr-25d31m41.64s NA
## decstr-25d35m41.63s NA
## decstr-25d38m46.76s NA
## decstr-25d41m14.55s NA
## decstr-25d41m30.39s NA
## decstr-25d44m54.12s NA
## decstr-25d48m11.42s NA
## decstr-25d59m27.79s NA
## decstr-26d01m37.83s NA
## decstr-26d03m14.92s NA
## decstr-26d04m39.23s NA
## decstr-26d05m48.19s NA
## decstr-26d30m54.14s NA
## decstr-26d36m58.95s NA
## decstr-26d39m34.30s NA
## decstr-26d41m34.32s NA
## decstr-26d43m25.93s NA
## decstr-26d44m24.73s NA
## decstr-26d47m51.61s NA
## decstr-26d53m38.64s NA
## decstr-27d02m01.52s NA
## decstr-27d03m01.50s NA
## decstr-27d04m41.23s NA
## decstr-27d23m34.14s NA
## decstr-27d31m20.02s NA
## decstr-27d37m23.96s NA
## decstr-27d37m24.34s NA
## decstr-27d38m10.02s NA
## decstr-27d50m29.74s NA
## decstr-27d50m35.29s NA
## decstr-27d58m21.27s NA
## decstr-28d03m42.46s NA
## decstr-28d04m22.03s NA
## decstr-28d11m49.97s NA
## decstr-28d25m08.67s NA
## decstr-28d33m39.00s NA
## decstr-28d35m01.80s NA
## decstr-28d35m08.16s NA
## decstr-28d42m38.10s NA
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## decstr-28d47m02.82s NA
## decstr-28d51m15.67s NA
## decstr-29d03m31.16s NA
## decstr-29d09m21.83s NA
## decstr-29d24m51.49s NA
## decstr-29d24m59.35s NA
## decstr-29d25m18.15s NA
## decstr-29d32m36.11s NA
## decstr-29d38m42.37s NA
## decstr-29d46m36.41s NA
## decstr-29d48m01.60s NA
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## decstr-29d55m02.11s NA
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## decstr-30d00m46.94s NA
## decstr-30d02m14.40s NA
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## decstr-30d10m30.50s NA
## decstr-30d20m53.35s NA
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## decstr-30d35m00.99s NA
## decstr-30d36m01.57s NA
## decstr-30d37m00.63s NA
## decstr-30d38m23.34s NA
## decstr-30d44m58.99s NA
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## decstr-30d48m42.48s NA
## decstr-30d48m50.62s NA
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## decstr-31d08m39.62s NA
## decstr-31d09m46.78s NA
## decstr-31d12m07.45s NA
## decstr-31d14m39.82s NA
## decstr-31d16m09.16s NA
## decstr-31d17m41.44s NA
## decstr-31d20m32.82s NA
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## decstr-31d44m16.21s NA
## decstr-31d52m28.83s NA
## decstr-32d09m34.96s NA
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## decstr-32d32m37.07s NA
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## decstr-32d51m36.45s NA
## decstr-32d55m15.02s NA
## decstr-33d26m14.45s NA
## decstr-33d34m02.00s NA
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## decstr-33d43m46.88s NA
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## decstr-33d52m54.09s NA
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## decstr-33d55m15.85s NA
## decstr-34d06m25.82s NA
## decstr-34d07m21.88s NA
## decstr-34d08m08.61s NA
## decstr-34d08m08.70s NA
## decstr-34d11m54.53s NA
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## decstr-34d27m32.75s NA
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## decstr-34d29m29.08s NA
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## decstr-34d55m31.97s NA
## decstr-34d59m23.67s NA
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## decstr-35d01m52.81s NA
## decstr-35d03m22.25s NA
## decstr-35d06m52.28s NA
## decstr-35d07m00.16s NA
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## decstr-35d29m23.73s NA
## decstr-35d32m22.28s NA
## decstr-35d32m54.99s NA
## decstr-35d34m16.69s NA
## decstr-35d38m26.03s NA
## decstr-35d47m47.84s NA
## decstr-35d51m11.0s NA
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## decstr-36d37m51.53s NA
## decstr-36d38m46.07s NA
## decstr-36d51m29.19s NA
## decstr-37d02m20.89s NA
## decstr-37d13m51.41s NA
## decstr-37d33m12.08s NA
## decstr-37d37m41.61s NA
## decstr-37d44m41.58s NA
## decstr-37d45m50.89s NA
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## decstr-37d48m10.16s NA
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## decstr-37d55m02.04s NA
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## decstr-37d58m59.25s NA
## decstr-38d08m22.98s NA
## decstr-38d10m28.70s NA
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## decstr-38d44m40.37s NA
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## decstr-39d13m31.75s NA
## decstr-39d13m49.76s NA
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## decstr-39d42m16.00s NA
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## decstr-39d47m27.15s NA
## decstr-39d54m03.24s NA
## decstr-39d54m25.64s NA
## decstr-40d02m40.31s NA
## decstr-40d02m54.38s NA
## decstr-40d19m06.47s NA
## decstr-40d23m39.28s NA
## decstr-40d29m55.04s NA
## decstr-40d32m37.32s NA
## decstr-40d34m24.46s NA
## decstr-40d39m21.83s NA
## decstr-40d47m54.67s NA
## decstr-40d48m43.72s NA
## decstr-40d53m17.73s NA
## decstr-41d13m30.74s NA
## decstr-41d14m38.53s NA
## decstr-41d16m12.36s NA
## decstr-41d16m37.99s NA
## decstr-41d18m07.28s NA
## decstr-41d19m06.32s NA
## decstr-41d23m05.50s NA
## decstr-41d23m52.95s NA
## decstr-41d25m15.95s NA
## decstr-41d26m15.50s NA
## decstr-41d27m52.57s NA
## decstr-41d29m39.88s NA
## decstr-41d44m15.99s NA
## decstr-41d49m15.54s NA
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## dec NA
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## Pr(>|t|)
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## hostnameWASP-123 NA
## hostnameWASP-124 NA
## hostnameWASP-126 NA
## hostnameWASP-127 NA
## hostnameWASP-129 NA
## hostnameWASP-13 NA
## hostnameWASP-130 NA
## hostnameWASP-131 NA
## hostnameWASP-132 NA
## hostnameWASP-133 NA
## hostnameWASP-135 NA
## hostnameWASP-139 NA
## hostnameWASP-14 NA
## hostnameWASP-140 NA
## hostnameWASP-141 NA
## hostnameWASP-142 NA
## hostnameWASP-144 NA
## hostnameWASP-145 A NA
## hostnameWASP-147 NA
## hostnameWASP-148 NA
## hostnameWASP-15 NA
## hostnameWASP-150 NA
## hostnameWASP-151 NA
## hostnameWASP-153 NA
## hostnameWASP-156 NA
## hostnameWASP-157 NA
## hostnameWASP-158 NA
## hostnameWASP-159 NA
## hostnameWASP-16 NA
## hostnameWASP-160 B NA
## hostnameWASP-162 NA
## hostnameWASP-164 NA
## hostnameWASP-165 NA
## hostnameWASP-166 NA
## hostnameWASP-168 NA
## hostnameWASP-169 NA
## hostnameWASP-17 NA
## hostnameWASP-171 NA
## hostnameWASP-172 NA
## hostnameWASP-173 A NA
## hostnameWASP-174 NA
## hostnameWASP-175 NA
## hostnameWASP-176 NA
## hostnameWASP-178 NA
## hostnameWASP-18 NA
## hostnameWASP-180 A NA
## hostnameWASP-182 NA
## hostnameWASP-184 NA
## hostnameWASP-185 NA
## hostnameWASP-186 NA
## hostnameWASP-187 NA
## hostnameWASP-189 NA
## hostnameWASP-19 NA
## hostnameWASP-190 NA
## hostnameWASP-192 NA
## hostnameWASP-193 NA
## hostnameWASP-2 NA
## hostnameWASP-20 NA
## hostnameWASP-21 NA
## hostnameWASP-22 NA
## hostnameWASP-23 NA
## hostnameWASP-24 NA
## hostnameWASP-25 NA
## hostnameWASP-26 NA
## hostnameWASP-28 NA
## hostnameWASP-29 NA
## hostnameWASP-3 NA
## hostnameWASP-31 NA
## hostnameWASP-32 NA
## hostnameWASP-33 NA
## hostnameWASP-34 NA
## hostnameWASP-35 NA
## hostnameWASP-36 NA
## hostnameWASP-37 NA
## hostnameWASP-38 NA
## hostnameWASP-39 NA
## hostnameWASP-4 NA
## hostnameWASP-41 NA
## hostnameWASP-42 NA
## hostnameWASP-43 NA
## hostnameWASP-44 NA
## hostnameWASP-45 NA
## hostnameWASP-46 NA
## hostnameWASP-47 NA
## hostnameWASP-48 NA
## hostnameWASP-49 NA
## hostnameWASP-5 NA
## hostnameWASP-50 NA
## hostnameWASP-52 NA
## hostnameWASP-53 NA
## hostnameWASP-54 NA
## hostnameWASP-55 NA
## hostnameWASP-56 NA
## hostnameWASP-57 NA
## hostnameWASP-58 NA
## hostnameWASP-59 NA
## hostnameWASP-6 NA
## hostnameWASP-60 NA
## hostnameWASP-61 NA
## hostnameWASP-62 NA
## hostnameWASP-63 NA
## hostnameWASP-64 NA
## hostnameWASP-65 NA
## hostnameWASP-66 NA
## hostnameWASP-67 NA
## hostnameWASP-68 NA
## hostnameWASP-69 NA
## hostnameWASP-7 NA
## hostnameWASP-70 A NA
## hostnameWASP-71 NA
## hostnameWASP-72 NA
## hostnameWASP-73 NA
## hostnameWASP-74 NA
## hostnameWASP-75 NA
## hostnameWASP-76 NA
## hostnameWASP-77 A NA
## hostnameWASP-78 NA
## hostnameWASP-79 NA
## hostnameWASP-8 NA
## hostnameWASP-80 NA
## hostnameWASP-81 NA
## hostnameWASP-82 NA
## hostnameWASP-83 NA
## hostnameWASP-84 NA
## hostnameWASP-85 A NA
## hostnameWASP-87 NA
## hostnameWASP-88 NA
## hostnameWASP-89 NA
## hostnameWASP-90 NA
## hostnameWASP-91 NA
## hostnameWASP-92 NA
## hostnameWASP-93 NA
## hostnameWASP-94 A NA
## hostnameWASP-94 B NA
## hostnameWASP-95 NA
## hostnameWASP-96 NA
## hostnameWASP-97 NA
## hostnameWASP-98 NA
## hostnameWASP-99 NA
## hostnameWD 1856+534 NA
## hostnameWendelstein-1 NA
## hostnameWendelstein-2 NA
## hostnameWolf 1061 NA
## hostnameWolf 503 NA
## hostnameWTS-1 NA
## hostnameWTS-2 NA
## hostnamexi Aql NA
## hostnameXO-1 NA
## hostnameXO-2 N NA
## hostnameXO-2 S NA
## hostnameXO-3 NA
## hostnameXO-4 NA
## hostnameXO-5 NA
## hostnameXO-6 NA
## hostnameXO-7 NA
## hostnameYZ Cet NA
## sy_snum NA
## sy_pnum NA
## disc_facilityAnglo-Australian Telescope NA
## disc_facilityApache Point Observatory NA
## disc_facilityBohyunsan Optical Astronomical Observatory NA
## disc_facilityCalar Alto Observatory NA
## disc_facilityCerro Tololo Inter-American Observatory NA
## disc_facilityCHaracterising ExOPlanets Satellite (CHEOPS) NA
## disc_facilityCoRoT NA
## disc_facilityEuropean Southern Observatory NA
## disc_facilityFred Lawrence Whipple Observatory NA
## disc_facilityGemini Observatory NA
## disc_facilityHaleakala Observatory NA
## disc_facilityHATNet NA
## disc_facilityHATSouth NA
## disc_facilityHaute-Provence Observatory NA
## disc_facilityK2 NA
## disc_facilityKELT NA
## disc_facilityKELT-North NA
## disc_facilityKELT-South NA
## disc_facilityKepler NA
## disc_facilityKitt Peak National Observatory NA
## disc_facilityKOINet NA
## disc_facilityLa Silla Observatory NA
## disc_facilityLas Campanas Observatory NA
## disc_facilityLeoncito Astronomical Complex NA
## disc_facilityLick Observatory NA
## disc_facilityLowell Observatory NA
## disc_facilityMcDonald Observatory NA
## disc_facilityMEarth Project NA
## disc_facilityMultiple Facilities NA
## disc_facilityMultiple Observatories NA
## disc_facilityNext-Generation Transit Survey (NGTS) NA
## disc_facilityOGLE NA
## disc_facilityOkayama Astrophysical Observatory NA
## disc_facilityParanal Observatory NA
## disc_facilityQatar NA
## disc_facilityRoque de los Muchachos Observatory NA
## disc_facilitySpitzer Space Telescope NA
## disc_facilitySubaru Telescope NA
## disc_facilitySuperWASP NA
## disc_facilitySuperWASP-North NA
## disc_facilitySuperWASP-South NA
## disc_facilityThueringer Landessternwarte Tautenburg NA
## disc_facilityTransiting Exoplanet Survey Satellite (TESS) NA
## disc_facilityTrES NA
## disc_facilityUnited Kingdom Infrared Telescope NA
## disc_facilityUniversity of Canterbury Mt John Observatory NA
## disc_facilityVery Long Baseline Array NA
## disc_facilityW. M. Keck Observatory NA
## disc_facilityWASP-South NA
## disc_facilityXinglong Station NA
## disc_facilityXO NA
## disc_telescope0.10 m Schmidt Telescope NA
## disc_telescope0.18 m Takahashi Epsilon Astrograph NA
## disc_telescope0.27 m CoRoT Telescope NA
## disc_telescope0.3 m Ritchey-Chretien Telescope NA
## disc_telescope0.4 m MEarth Telescope NA
## disc_telescope0.6 m Coude Auxiliary Telescope NA
## disc_telescope0.60 m Transiting Planets and Planetesimals Small Telescope NA
## disc_telescope0.85 m Spitzer Space Telescope NA
## disc_telescope0.9 m KPNO Coude Feed Telescope NA
## disc_telescope0.95 m Kepler Telescope NA
## disc_telescope1.0 m McLellan telescope NA
## disc_telescope1.2 m Leonhard Euler Telescope NA
## disc_telescope1.3 m Warsaw University Telescope NA
## disc_telescope1.4 m CAT Telescope NA
## disc_telescope1.5 m SMARTS telescope NA
## disc_telescope1.5 m Tillinghast Reflector Telescope NA
## disc_telescope1.52 m ESO Telescope NA
## disc_telescope1.8 m Telescope NA
## disc_telescope1.8-m Ritchey-Chretien Telescope NA
## disc_telescope1.88 m Telescope NA
## disc_telescope1.93 m Telescope NA
## disc_telescope10 m Keck I Telescope NA
## disc_telescope10 m Keck II Telescope NA
## disc_telescope2.0 m Alfred Jensch Telescope NA
## disc_telescope2.15 m Jorge Sahade Telescope NA
## disc_telescope2.16 m Telescope NA
## disc_telescope2.2 m MPG/ESO Telescope NA
## disc_telescope2.4 m Automated Planet Finder Telescope NA
## disc_telescope2.5m Sloan Digital Sky Survey (SDSS) Telescope NA
## disc_telescope2.7 m Harlan J. Smith Telescope NA
## disc_telescope2.7m Harlan J. Smith Telescope NA
## disc_telescope20 cm Telescope NA
## disc_telescope279mm RASA-11 wide-field telescope NA
## disc_telescope3.0 m C. Donald Shane Telescope NA
## disc_telescope3.5 m telescope NA
## disc_telescope3.58 m Telescopio Nazionale Galileo NA
## disc_telescope3.6 m ESO Telescope NA
## disc_telescope3.8 m United Kingdom Infrared Telescope NA
## disc_telescope3.9 m Anglo-Australian Telescope NA
## disc_telescope4.3 m Lowell Discovery Telescope NA
## disc_telescope6.5 m Magellan II Clay Telescope NA
## disc_telescope8.19 m Gemini North Telescope NA
## disc_telescope8.19 m Gemini South Telescope NA
## disc_telescope8.2 m ESO VLT UT3 Melipal Telescope NA
## disc_telescope8.2 m ESO VLT UT4 Yepun Telescope NA
## disc_telescope8.2 m Subaru Telescope NA
## disc_telescope9.2 m Hobby-Eberly Telescope NA
## disc_telescopeCanon 200mm f/1.8L NA
## disc_telescopeCanon 400mm f/2.8L NA
## disc_telescopeCoude Auxiliary Telescope NA
## disc_telescopeMamiya 645 80mm f/1.9 NA
## disc_telescopeMEarth-South telescope array NA
## disc_telescopeMultiple Telescopes NA
## disc_telescopeNGTS telescopes NA
## disc_telescopeRowe-Ackermann Schmidt Astrograph telescope NA
## disc_telescopeVery Large Telescope (Antu) NA
## pl_orbper NA
## pl_orbsmax NA
## pl_rade NA
## pl_radj NA
## pl_bmasse NA
## pl_bmassj NA
## pl_bmassprovMass NA
## pl_bmassprovMsin(i)/sin(i) NA
## pl_bmassprovMsini NA
## pl_dens NA
## pl_orbeccen NA
## ttv_flag1 NA
## st_teff NA
## st_mass NA
## st_lum NA
## st_logg NA
## rastr00h01m26.90s NA
## rastr00h03m05.88s NA
## rastr00h04m11.18s NA
## rastr00h06m20.08s NA
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## rastr05h03m23.11s NA
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## rastr19h54m41.71s NA
## rastr19h54m56.43s NA
## rastr19h54m56.72s NA
## rastr19h55m15.93s NA
## rastr19h55m20.60s NA
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## rastr19h55m44.84s NA
## rastr19h55m48.09s NA
## rastr19h55m50.19s NA
## rastr19h55m53.32s NA
## rastr19h55m58.01s NA
## rastr19h56m12.15s NA
## rastr19h56m12.30s NA
## rastr19h56m18.49s NA
## rastr19h56m19.44s NA
## rastr19h56m23.40s NA
## rastr19h56m29.39s NA
## rastr19h56m30.61s NA
## rastr19h56m32.70s NA
## rastr19h56m33.03s NA
## rastr19h56m33.43s NA
## rastr19h56m38.52s NA
## rastr19h56m40.68s NA
## rastr19h56m44.85s NA
## rastr19h56m51.17s NA
## rastr19h56m53.20s NA
## rastr19h56m53.82s NA
## rastr19h56m56.89s NA
## rastr19h57m00.07s NA
## rastr19h57m04.36s NA
## rastr19h57m12.85s NA
## rastr19h57m15.86s NA
## rastr19h57m16.72s NA
## rastr19h57m24.45s NA
## rastr19h57m31.56s NA
## rastr19h57m37.16s NA
## rastr19h57m37.69s NA
## rastr19h57m42.44s NA
## rastr19h58m00.41s NA
## rastr19h58m06.24s NA
## rastr19h58m08.34s NA
## rastr19h58m14.85s NA
## rastr19h58m20.00s NA
## rastr19h58m38.30s NA
## rastr19h58m38.52s NA
## rastr19h58m42.21s NA
## rastr19h58m49.14s NA
## rastr19h59m08.51s NA
## rastr19h59m11.16s NA
## rastr19h59m17.08s NA
## rastr19h59m19.34s NA
## rastr19h59m24.43s NA
## rastr19h59m26.83s NA
## rastr19h59m35.19s NA
## rastr19h59m35.36s NA
## rastr19h59m49.74s NA
## rastr19h59m51.76s NA
## rastr20h00m24.56s NA
## rastr20h00m40.91s NA
## rastr20h00m43.71s NA
## rastr20h00m49.59s NA
## rastr20h00m58.10s NA
## rastr20h01m15.88s NA
## rastr20h01m19.76s NA
## rastr20h01m22.57s NA
## rastr20h01m29.09s NA
## rastr20h01m40.19s NA
## rastr20h01m42.74s NA
## rastr20h01m43.44s NA
## rastr20h01m57.17s NA
## rastr20h02m04.11s NA
## rastr20h02m28.72s NA
## rastr20h02m46.95s NA
## rastr20h02m55.78s NA
## rastr20h03m00.90s NA
## rastr20h03m27.36s NA
## rastr20h03m38.22s NA
## rastr20h03m43.09s NA
## rastr20h03m44.50s NA
## rastr20h05m06.88s NA
## rastr20h05m22.29s NA
## rastr20h05m35.03s NA
## rastr20h06m10.33s NA
## rastr20h06m18.85s NA
## rastr20h06m52.99s NA
## rastr20h07m19.64s NA
## rastr20h08m06.15s NA
## rastr20h09m28.50s NA
## rastr20h11m11.62s NA
## rastr20h11m30.72s NA
## rastr20h12m40.03s NA
## rastr20h12m46.90s NA
## rastr20h13m31.65s NA
## rastr20h13m52.26s NA
## rastr20h13m59.78s NA
## rastr20h14m32.12s NA
## rastr20h15m18.83s NA
## rastr20h16m05.96s NA
## rastr20h16m49.92s NA
## rastr20h18m09.32s NA
## rastr20h19m12.01s NA
## rastr20h20m00.47s NA
## rastr20h20m22.97s NA
## rastr20h20m53.27s NA
## rastr20h21m45.92s NA
## rastr20h24m29.74s NA
## rastr20h26m57.87s NA
## rastr20h27m42.88s NA
## rastr20h27m59.52s NA
## rastr20h28m19.02s NA
## rastr20h29m40.39s NA
## rastr20h30m23.21s NA
## rastr20h30m54.13s NA
## rastr20h31m26.38s NA
## rastr20h37m51.31s NA
## rastr20h38m02.70s NA
## rastr20h39m32.87s NA
## rastr20h39m51.95s NA
## rastr20h39m53.09s NA
## rastr20h41m44.74s NA
## rastr20h44m10.26s NA
## rastr20h44m22.08s NA
## rastr20h45m01.99s NA
## rastr20h45m09.87s NA
## rastr20h46m41.60s NA
## rastr20h49m21.62s NA
## rastr20h49m47.83s NA
## rastr20h49m49.80s NA
## rastr20h52m40.09s NA
## rastr20h52m51.71s NA
## rastr20h54m44.95s NA
## rastr20h54m45.90s NA
## rastr20h55m04.96s NA
## rastr20h55m07.98s NA
## rastr20h55m09.19s NA
## rastr20h55m36.01s NA
## rastr20h57m04.45s NA
## rastr20h58m18.11s NA
## rastr20h58m25.88s NA
## rastr21h00m06.23s NA
## rastr21h01m39.40s NA
## rastr21h01m54.53s NA
## rastr21h02m07.67s NA
## rastr21h03m37.32s NA
## rastr21h04m48.89s NA
## rastr21h06m31.65s NA
## rastr21h06m39.94s NA
## rastr21h07m50.76s NA
## rastr21h09m22.70s NA
## rastr21h10m12.37s NA
## rastr21h13m36.24s NA
## rastr21h14m56.88s NA
## rastr21h14m57.73s NA
## rastr21h16m27.54s NA
## rastr21h18m47.90s NA
## rastr21h19m47.93s NA
## rastr21h21m54.83s NA
## rastr21h22m06.40s NA
## rastr21h23m03.09s NA
## rastr21h26m23.09s NA
## rastr21h28m12.25s NA
## rastr21h29m00.90s NA
## rastr21h32m23.20s NA
## rastr21h33m33.90s NA
## rastr21h35m40.47s NA
## rastr21h38m08.43s NA
## rastr21h38m08.63s NA
## rastr21h40m03.49s NA
## rastr21h40m48.39s NA
## rastr21h41m28.87s NA
## rastr21h42m22.03s NA
## rastr21h43m24.90s NA
## rastr21h45m22.00s NA
## rastr21h47m24.40s NA
## rastr21h49m59.45s NA
## rastr21h50m00.12s NA
## rastr21h50m39.77s NA
## rastr21h52m36.43s NA
## rastr21h54m04.20s NA
## rastr21h54m52.36s NA
## rastr21h55m54.22s NA
## rastr21h56m23.99s NA
## rastr21h57m19.98s NA
## rastr21h58m59.78s NA
## rastr22h03m10.81s NA
## rastr22h03m29.14s NA
## rastr22h04m12.10s NA
## rastr22h04m48.74s NA
## rastr22h06m06.40s NA
## rastr22h09m29.95s NA
## rastr22h09m34.83s NA
## rastr22h09m38.15s NA
## rastr22h09m41.52s NA
## rastr22h10m51.44s NA
## rastr22h11m47.58s NA
## rastr22h11m51.33s NA
## rastr22h12m06.50s NA
## rastr22h13m43.79s NA
## rastr22h15m00.45s NA
## rastr22h15m15.80s NA
## rastr22h18m06.88s NA
## rastr22h18m29.46s NA
## rastr22h22m03.10s NA
## rastr22h22m15.88s NA
## rastr22h22m29.60s NA
## rastr22h24m36.56s NA
## rastr22h25m17.31s NA
## rastr22h26m18.27s NA
## rastr22h27m02.98s NA
## rastr22h27m31.29s NA
## rastr22h29m49.88s NA
## rastr22h30m02.47s NA
## rastr22h30m49.68s NA
## rastr22h31m00.15s NA
## rastr22h31m05.47s NA
## rastr22h33m28.37s NA
## rastr22h33m35.92s NA
## rastr22h34m25.50s NA
## rastr22h35m56.09s NA
## rastr22h36m06.20s NA
## rastr22h40m19.97s NA
## rastr22h41m12.91s NA
## rastr22h43m21.14s NA
## rastr22h45m27.37s NA
## rastr22h46m36.65s NA
## rastr22h47m30.45s NA
## rastr22h48m07.60s NA
## rastr22h49m32.62s NA
## rastr22h52m09.96s NA
## rastr22h53m03.98s NA
## rastr22h53m17.75s NA
## rastr22h53m38.27s NA
## rastr22h54m39.35s NA
## rastr22h55m29.30s NA
## rastr22h55m53.97s NA
## rastr22h57m28.21s NA
## rastr22h57m46.89s NA
## rastr22h58m15.53s NA
## rastr22h59m29.66s NA
## rastr23h03m08.11s NA
## rastr23h04m18.02s NA
## rastr23h04m32.78s NA
## rastr23h05m52.04s NA
## rastr23h06m30.33s NA
## rastr23h07m28.84s NA
## rastr23h09m11.38s NA
## rastr23h09m58.27s NA
## rastr23h10m29.26s NA
## rastr23h10m49.04s NA
## rastr23h10m50.60s NA
## rastr23h12m14.15s NA
## rastr23h12m37.71s NA
## rastr23h13m20.93s NA
## rastr23h13m26.50s NA
## rastr23h13m58.75s NA
## rastr23h14m07.67s NA
## rastr23h14m53.85s NA
## rastr23h15m42.22s NA
## rastr23h15m47.77s NA
## rastr23h15m53.88s NA
## rastr23h15m58.33s NA
## rastr23h16m15.23s NA
## rastr23h16m49.73s NA
## rastr23h17m10.72s NA
## rastr23h17m32.24s NA
## rastr23h18m14.22s NA
## rastr23h18m29.51s NA
## rastr23h18m46.73s NA
## rastr23h20m06.86s NA
## rastr23h20m14.40s NA
## rastr23h21m58.73s NA
## rastr23h23m40.09s NA
## rastr23h24m32.49s NA
## rastr23h25m52.97s NA
## rastr23h26m27.47s NA
## rastr23h26m36.82s NA
## rastr23h27m05.23s NA
## rastr23h28m41.41s NA
## rastr23h31m17.80s NA
## rastr23h31m20.69s NA
## rastr23h31m52.81s NA
## rastr23h32m07.96s NA
## rastr23h32m55.05s NA
## rastr23h32m58.45s NA
## rastr23h33m19.66s NA
## rastr23h34m15.10s NA
## rastr23h34m27.90s NA
## rastr23h35m49.04s NA
## rastr23h36m40.49s NA
## rastr23h36m57.80s NA
## rastr23h38m00.61s NA
## rastr23h38m07.68s NA
## rastr23h39m05.78s NA
## rastr23h39m20.60s NA
## rastr23h41m51.38s NA
## rastr23h43m18.88s NA
## rastr23h46m40.01s NA
## rastr23h50m19.36s NA
## rastr23h51m23.14s NA
## rastr23h51m31.01s NA
## rastr23h54m03.63s NA
## rastr23h54m14.12s NA
## rastr23h54m40.53s NA
## rastr23h56m36.47s NA
## rastr23h56m45.96s NA
## rastr23h57m23.77s NA
## rastr23h58m51.94s NA
## rastr23h59m10.41s NA
## rastr23h59m36.21s NA
## rastr23h59m54.00s NA
## ra NA
## decstr-00d07m41.42s NA
## decstr-00d10m14.63s NA
## decstr-00d16m55.48s NA
## decstr-00d17m56.96s NA
## decstr-00d23m36.37s NA
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## decstr-00d40m22.03s NA
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## decstr-00d49m24.83s NA
## decstr-00d51m56.73s NA
## decstr-00d54m08.64s NA
## decstr-01d02m06.10s NA
## decstr-01d03m46.83s NA
## decstr-01d04m24.00s NA
## decstr-01d04m33.61s NA
## decstr-01d06m39.32s NA
## decstr-01d09m48.97s NA
## decstr-01d11m21.06s NA
## decstr-01d11m47.02s NA
## decstr-01d15m08.28s NA
## decstr-01d17m07.24s NA
## decstr-01d17m47.20s NA
## decstr-01d19m42.39s NA
## decstr-01d24m17.00s NA
## decstr-01d27m18.49s NA
## decstr-01d31m47.14s NA
## decstr-01d34m07.08s NA
## decstr-01d34m47.95s NA
## decstr-01d35m32.25s NA
## decstr-01d41m18.87s NA
## decstr-01d43m28.14s NA
## decstr-01d46m26.61s NA
## decstr-01d58m58.03s NA
## decstr-02d01m49.39s NA
## decstr-02d02m42.34s NA
## decstr-02d03m27.67s NA
## decstr-02d08m39.97s NA
## decstr-02d11m04.98s NA
## decstr-02d15m40.19s NA
## decstr-02d15m53.97s NA
## decstr-02d16m40.94s NA
## decstr-02d23m43.62s NA
## decstr-02d28m25.77s NA
## decstr-02d30m47.87s NA
## decstr-02d38m19.57s NA
## decstr-02d39m08.24s NA
## decstr-02d46m28.95s NA
## decstr-02d46m44.90s NA
## decstr-02d58m15.53s NA
## decstr-03d00m30.89s NA
## decstr-03d01m53.35s NA
## decstr-03d06m07.70s NA
## decstr-03d19m11.97s NA
## decstr-03d22m51.81s NA
## decstr-03d23m46.90s NA
## decstr-03d26m40.20s NA
## decstr-03d33m11.21s NA
## decstr-03d33m44.96s NA
## decstr-03d39m58.06s NA
## decstr-03d43m09.44s NA
## decstr-03d48m30.08s NA
## decstr-03d50m06.00s NA
## decstr-03d54m20.07s NA
## decstr-03d58m31.59s NA
## decstr-04d03m00.38s NA
## decstr-04d25m20.27s NA
## decstr-04d38m26.99s NA
## decstr-04d45m19.95s NA
## decstr-04d48m25.21s NA
## decstr-05d00m43.31s NA
## decstr-05d02m36.46s NA
## decstr-05d02m52.70s NA
## decstr-05d03m14.84s NA
## decstr-05d04m46.15s NA
## decstr-05d05m11.24s NA
## decstr-05d05m41.49s NA
## decstr-05d09m50.92s NA
## decstr-05d10m42.27s NA
## decstr-05d22m00.53s NA
## decstr-05d26m32.98s NA
## decstr-05d32m09.74s NA
## decstr-05d40m30.41s NA
## decstr-05d45m53.86s NA
## decstr-05d59m10.46s NA
## decstr-05d59m46.82s NA
## decstr-06d00m09.37s NA
## decstr-06d08m09.90s NA
## decstr-06d08m21.61s NA
## decstr-06d13m47.21s NA
## decstr-06d24m07.45s NA
## decstr-06d36m44.24s NA
## decstr-06d43m18.65s NA
## decstr-06d48m14.66s NA
## decstr-07d03m38.40s NA
## decstr-07d15m27.15s NA
## decstr-07d19m05.01s NA
## decstr-07d23m24.53s NA
## decstr-07d24m29.68s NA
## decstr-07d33m02.15s NA
## decstr-07d43m21.70s NA
## decstr-07d47m42.15s NA
## decstr-07d51m27.21s NA
## decstr-07d57m22.87s NA
## decstr-07d59m44.41s NA
## decstr-08d01m37.15s NA
## decstr-08d03m13.03s NA
## decstr-08d14m01.02s NA
## decstr-08d16m52.12s NA
## decstr-08d19m03.49s NA
## decstr-08d19m40.89s NA
## decstr-08d32m55.03s NA
## decstr-08d35m49.51s NA
## decstr-08d44m49.98s NA
## decstr-08d49m27.34s NA
## decstr-08d50m52.94s NA
## decstr-09d01m22.59s NA
## decstr-09d05m16.11s NA
## decstr-09d19m29.89s NA
## decstr-09d23m57.71s NA
## decstr-09d27m29.42s NA
## decstr-09d30m48.83s NA
## decstr-09d30m59.65s NA
## decstr-09d35m48.09s NA
## decstr-09d36m27.40s NA
## decstr-09d36m43.23s NA
## decstr-09d45m54.86s NA
## decstr-09d46m26.88s NA
## decstr-09d48m23.20s NA
## decstr-09d56m45.85s NA
## decstr-10d08m46.37s NA
## decstr-10d14m36.49s NA
## decstr-10d17m28.84s NA
## decstr-10d21m07.84s NA
## decstr-10d25m28.63s NA
## decstr-10d33m03.87s NA
## decstr-10d37m49.16s NA
## decstr-10d38m21.62s NA
## decstr-10d40m31.69s NA
## decstr-10d42m41.53s NA
## decstr-10d43m30.29s NA
## decstr-10d46m13.52s NA
## decstr-10d50m59.06s NA
## decstr-10d53m52.89s NA
## decstr-10d58m35.12s NA
## decstr-11d02m01.40s NA
## decstr-11d02m41.79s NA
## decstr-11d14m07.22s NA
## decstr-11d24m24.43s NA
## decstr-11d34m45.55s NA
## decstr-11d35m20.36s NA
## decstr-11d37m17.47s NA
## decstr-11d38m13.37s NA
## decstr-11d43m04.08s NA
## decstr-11d50m16.05s NA
## decstr-11d54m04.23s NA
## decstr-11d55m22.71s NA
## decstr-11d56m17.75s NA
## decstr-12d01m08.64s NA
## decstr-12d05m05.51s NA
## decstr-12d06m28.78s NA
## decstr-12d07m49.07s NA
## decstr-12d10m01.79s NA
## decstr-12d17m05.71s NA
## decstr-12d31m01.22s NA
## decstr-12d38m11.13s NA
## decstr-12d40m03.67s NA
## decstr-12d47m00.07s NA
## decstr-12d47m32.01s NA
## decstr-12d55m39.59s NA
## decstr-12d56m41.17s NA
## decstr-12d59m08.37s NA
## decstr-13d10m29.43s NA
## decstr-13d15m23.50s NA
## decstr-13d23m58.64s NA
## decstr-13d26m00.18s NA
## decstr-13d33m34.37s NA
## decstr-13d34m37.09s NA
## decstr-13d43m54.50s NA
## decstr-13d54m24.01s NA
## decstr-13d59m10.81s NA
## decstr-14d04m06.38s NA
## decstr-14d15m59.74s NA
## decstr-14d16m36.27s NA
## decstr-14d25m08.94s NA
## decstr-14d27m26.75s NA
## decstr-14d29m21.57s NA
## decstr-14d29m41.20s NA
## decstr-14d32m14.22s NA
## decstr-14d47m22.21s NA
## decstr-14d56m52.15s NA
## decstr-14d57m03.52s NA
## decstr-14d59m30.39s NA
## decstr-15d01m34.41s NA
## decstr-15d16m02.66s NA
## decstr-15d16m25.34s NA
## decstr-15d16m26.79s NA
## decstr-15d53m43.44s NA
## decstr-15d56m01.68s NA
## decstr-15d57m51.64s NA
## decstr-16d02m10.78s NA
## decstr-16d13m38.37s NA
## decstr-16d20m21.30s NA
## decstr-16d24m23.20s NA
## decstr-16d30m32.41s NA
## decstr-16d35m40.18s NA
## decstr-16d43m28.73s NA
## decstr-16d57m23.37s NA
## decstr-16d57m55.40s NA
## decstr-16d59m46.48s NA
## decstr-17d00m01.10s NA
## decstr-17d04m39.34s NA
## decstr-17d06m54.62s NA
## decstr-17d15m02.88s NA
## decstr-17d15m50.78s NA
## decstr-17d19m59.05s NA
## decstr-17d28m54.53s NA
## decstr-17d30m12.59s NA
## decstr-17d39m28.01s NA
## decstr-17d41m13.42s NA
## decstr-17d46m34.30s NA
## decstr-17d54m38.57s NA
## decstr-18d00m41.99s NA
## decstr-18d01m19.10s NA
## decstr-18d06m24.98s NA
## decstr-18d18m56.79s NA
## decstr-18d26m09.50s NA
## decstr-18d52m35.13s NA
## decstr-18d58m17.07s NA
## decstr-19d01m53.86s NA
## decstr-19d03m17.20s NA
## decstr-19d03m24.55s NA
## decstr-19d15m22.25s NA
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## decstr+48d48m07.64s NA
## decstr+48d48m24.11s NA
## decstr+48d48m34.55s NA
## decstr+48d48m41.80s NA
## decstr+48d49m08.30s NA
## decstr+48d49m11.39s NA
## decstr+48d49m21.80s NA
## decstr+48d49m29.97s NA
## decstr+48d49m31.19s NA
## decstr+48d49m54.20s NA
## decstr+48d50m48.90s NA
## decstr+48d52m52.35s NA
## decstr+48d53m05.04s NA
## decstr+48d53m59.45s NA
## decstr+48d55m00.26s NA
## decstr+48d55m01.77s NA
## decstr+48d55m48.21s NA
## decstr+48d58m05.40s NA
## decstr+48d58m17.17s NA
## decstr+48d58m38.31s NA
## decstr+48d58m55.94s NA
## decstr+48d58m56.35s NA
## decstr+48d59m45.67s NA
## decstr+48d59m46.14s NA
## decstr+49d00m45.75s NA
## decstr+49d01m02.26s NA
## decstr+49d01m08.86s NA
## decstr+49d02m24.77s NA
## decstr+49d02m41.34s NA
## decstr+49d02m45.64s NA
## decstr+49d03m26.81s NA
## decstr+49d03m41.96s NA
## decstr+49d03m53.56s NA
## decstr+49d04m04.74s NA
## decstr+49d05m03.97s NA
## decstr+49d06m08.31s NA
## decstr+49d06m22.29s NA
## decstr+49d06m36.99s NA
## decstr+49d08m24.11s NA
## decstr+49d08m24.40s NA
## decstr+49d08m33.48s NA
## decstr+49d09m17.04s NA
## decstr+49d09m30.95s NA
## decstr+49d09m43.25s NA
## decstr+49d10m58.42s NA
## decstr+49d11m24.62s NA
## decstr+49d11m26.68s NA
## decstr+49d12m08.93s NA
## decstr+49d12m13.41s NA
## decstr+49d12m31.35s NA
## decstr+49d12m44.83s NA
## decstr+49d13m54.51s NA
## decstr+49d13m58.62s NA
## decstr+49d14m14.71s NA
## decstr+49d15m14.21s NA
## decstr+49d15m22.76s NA
## decstr+49d15m22.97s NA
## decstr+49d15m32.14s NA
## decstr+49d15m40.66s NA
## decstr+49d15m42.00s NA
## decstr+49d15m43.47s NA
## decstr+49d16m38.18s NA
## decstr+49d18m06.60s NA
## decstr+49d18m18.45s NA
## decstr+49d18m20.31s NA
## decstr+49d18m50.74s NA
## decstr+49d18m59.12s NA
## decstr+49d18m59.55s NA
## decstr+49d19m33.13s NA
## decstr+49d19m48.31s NA
## decstr+49d19m51.52s NA
## decstr+49d21m14.01s NA
## decstr+49d21m32.26s NA
## decstr+49d22m00.46s NA
## decstr+49d22m41.06s NA
## decstr+49d22m47.36s NA
## decstr+49d24m22.67s NA
## decstr+49d24m45.15s NA
## decstr+49d25m00.83s NA
## decstr+49d25m07.43s NA
## decstr+49d26m14.14s NA
## decstr+49d27m03.37s NA
## decstr+49d27m08.73s NA
## decstr+49d27m42.40s NA
## decstr+49d28m24.44s NA
## decstr+49d28m45.31s NA
## decstr+49d28m47.82s NA
## decstr+49d28m51.06s NA
## decstr+49d29m05.88s NA
## decstr+49d29m31.40s NA
## decstr+49d31m24.22s NA
## decstr+49d31m57.66s NA
## decstr+49d31m59.34s NA
## decstr+49d32m24.53s NA
## decstr+49d32m53.81s NA
## decstr+49d33m43.78s NA
## decstr+49d34m45.93s NA
## decstr+49d35m12.98s NA
## decstr+49d35m15.42s NA
## decstr+49d35m20.56s NA
## decstr+49d35m41.85s NA
## decstr+49d35m54.40s NA
## decstr+49d37m24.23s NA
## decstr+49d37m35.35s NA
## decstr+49d38m13.56s NA
## decstr+49d38m16.05s NA
## decstr+49d38m56.74s NA
## decstr+49d39m10.94s NA
## decstr+49d39m12.66s NA
## decstr+49d39m49.92s NA
## decstr+49d40m00.67s NA
## decstr+49d40m59.31s NA
## decstr+49d41m32.43s NA
## decstr+49d41m46.23s NA
## decstr+49d42m24.33s NA
## decstr+49d43m39.90s NA
## decstr+49d43m47.81s NA
## decstr+49d43m52.40s NA
## decstr+49d44m13.75s NA
## decstr+49d44m19.25s NA
## decstr+49d44m38.91s NA
## decstr+49d45m43.29s NA
## decstr+49d45m54.17s NA
## decstr+49d46m10.93s NA
## decstr+49d46m28.25s NA
## decstr+49d46m33.19s NA
## decstr+49d46m52.48s NA
## decstr+49d47m19.35s NA
## decstr+49d47m28.08s NA
## decstr+49d47m51.17s NA
## decstr+49d48m02.36s NA
## decstr+49d48m05.86s NA
## decstr+49d49m32.19s NA
## decstr+49d49m46.28s NA
## decstr+49d50m40.74s NA
## decstr+49d51m39.81s NA
## decstr+49d51m54.55s NA
## decstr+49d52m20.94s NA
## decstr+49d53m39.19s NA
## decstr+49d53m47.62s NA
## decstr+49d54m54.08s NA
## decstr+49d55m23.52s NA
## decstr+49d55m25.73s NA
## decstr+49d56m10.17s NA
## decstr+49d56m15.53s NA
## decstr+49d56m15.98s NA
## decstr+49d56m20.02s NA
## decstr+49d56m34.31s NA
## decstr+49d56m44.94s NA
## decstr+49d57m43.64s NA
## decstr+49d58m06.76s NA
## decstr+49d58m32.66s NA
## decstr+49d58m54.30s NA
## decstr+49d59m41.35s NA
## decstr+50d01m12.22s NA
## decstr+50d01m48.24s NA
## decstr+50d02m14.35s NA
## decstr+50d02m25.32s NA
## decstr+50d03m14.60s NA
## decstr+50d04m31.41s NA
## decstr+50d04m32.07s NA
## decstr+50d04m37.86s NA
## decstr+50d04m51.47s NA
## decstr+50d05m44.81s NA
## decstr+50d06m43.34s NA
## decstr+50d07m18.61s NA
## decstr+50d07m41.62s NA
## decstr+50d07m43.36s NA
## decstr+50d07m52.24s NA
## decstr+50d08m08.78s NA
## decstr+50d08m48.09s NA
## decstr+50d08m58.88s NA
## decstr+50d11m18.12s NA
## decstr+50d13m00.86s NA
## decstr+50d13m30.53s NA
## decstr+50d13m49.25s NA
## decstr+50d14m29.34s NA
## decstr+50d14m32.53s NA
## decstr+50d16m30.75s NA
## decstr+50d17m14.51s NA
## decstr+50d18m00.82s NA
## decstr+50d18m29.03s NA
## decstr+50d19m17.66s NA
## decstr+50d20m11.46s NA
## decstr+50d21m11.73s NA
## decstr+50d22m20.22s NA
## decstr+50d22m34.72s NA
## decstr+50d24m32.57s NA
## decstr+50d25m37.38s NA
## decstr+50d27m39.31s NA
## decstr+50d28m12.16s NA
## decstr+50d28m42.96s NA
## decstr+50d29m40.23s NA
## decstr+50d29m54.21s NA
## decstr+50d30m09.93s NA
## decstr+50d31m00.57s NA
## decstr+50d31m54.65s NA
## decstr+50d33m33.25s NA
## decstr+50d34m04.09s NA
## decstr+50d34m04.20s NA
## decstr+50d34m52.86s NA
## decstr+50d35m01.89s NA
## decstr+50d35m10.33s NA
## decstr+50d35m44.10s NA
## decstr+50d35m49.24s NA
## decstr+50d35m54.42s NA
## decstr+50d36m13.60s NA
## decstr+50d37m05.45s NA
## decstr+50d37m17.25s NA
## decstr+50d40m13.41s NA
## decstr+50d40m20.32s NA
## decstr+50d40m22.85s NA
## decstr+50d41m55.58s NA
## decstr+50d43m31.39s NA
## decstr+50d43m37.26s NA
## decstr+50d45m34.41s NA
## decstr+50d47m13.43s NA
## decstr+50d47m20.27s NA
## decstr+50d51m48.37s NA
## decstr+50d54m10.22s NA
## decstr+50d54m35.11s NA
## decstr+50d56m15.22s NA
## decstr+50d56m39.06s NA
## decstr+50d56m39.11s NA
## decstr+50d59m38.83s NA
## decstr+51d00m48.69s NA
## decstr+51d02m28.08s NA
## decstr+51d03m26.44s NA
## decstr+51d03m38.18s NA
## decstr+51d04m54.94s NA
## decstr+51d07m18.21s NA
## decstr+51d08m39.28s NA
## decstr+51d09m15.20s NA
## decstr+51d09m44.72s NA
## decstr+51d11m05.15s NA
## decstr+51d12m10.80s NA
## decstr+51d12m31.01s NA
## decstr+51d12m32.54s NA
## decstr+51d13m21.88s NA
## decstr+51d14m08.90s NA
## decstr+51d14m14.66s NA
## decstr+51d14m53.38s NA
## decstr+51d14m59.82s NA
## decstr+51d15m00.87s NA
## decstr+51d16m08.84s NA
## decstr+51d16m16.60s NA
## decstr+51d16m32.32s NA
## decstr+51d16m37.17s NA
## decstr+51d17m19.60s NA
## decstr+51d18m14.01s NA
## decstr+51d19m10.04s NA
## decstr+51d19m15.26s NA
## decstr+51d20m05.36s NA
## decstr+51d20m52.36s NA
## decstr+51d21m16.04s NA
## decstr+51d21m29.50s NA
## decstr+51d22m33.41s NA
## decstr+51d24m32.38s NA
## decstr+51d28m21.97s NA
## decstr+51d28m42.01s NA
## decstr+51d29m54.17s NA
## decstr+51d30m17.16s NA
## decstr+51d41m08.56s NA
## decstr+51d41m44.78s NA
## decstr+51d44m14.49s NA
## decstr+51d45m26.02s NA
## decstr+51d46m43.59s NA
## decstr+51d54m17.47s NA
## decstr+52d03m14.12s NA
## decstr+52d04m12.75s NA
## decstr+52d08m56.78s NA
## decstr+52d16m36.22s NA
## decstr+52d41m00.68s NA
## decstr+52d56m38.92s NA
## decstr+53d01m16.59s NA
## decstr+53d22m51.46s NA
## decstr+53d30m32.49s NA
## decstr+53d34m05.53s NA
## decstr+53d43m41.48s NA
## decstr+53d55m19.74s NA
## decstr+53d57m02.97s NA
## decstr+54d17m15.43s NA
## decstr+54d18m12.10s NA
## decstr+54d24m32.30s NA
## decstr+54d29m10.15s NA
## decstr+54d51m04.37s NA
## decstr+54d53m41.34s NA
## decstr+55d01m11.93s NA
## decstr+55d28m22.90s NA
## decstr+55d35m16.88s NA
## decstr+55d51m02.40s NA
## decstr+56d01m32.55s NA
## decstr+56d23m32.89s NA
## decstr+56d39m02.44s NA
## decstr+56d41m53.62s NA
## decstr+56d43m49.08s NA
## decstr+56d52m05.77s NA
## decstr+56d53m13.71s NA
## decstr+57d01m46.13s NA
## decstr+57d10m10.65s NA
## decstr+57d38m26.37s NA
## decstr+57d49m01.95s NA
## decstr+58d02m35.60s NA
## decstr+58d09m40.23s NA
## decstr+58d16m05.19s NA
## decstr+58d16m32.02s NA
## decstr+58d25m34.13s NA
## decstr+58d57m58.11s NA
## decstr+59d15m13.97s NA
## decstr+59d24m45.01s NA
## decstr+59d26m39.38s NA
## decstr+59d26m56.05s NA
## decstr+59d29m30.61s NA
## decstr+60d40m34.67s NA
## decstr+60d57m50.83s NA
## decstr+61d08m05.97s NA
## decstr+61d12m48.19s NA
## decstr+61d27m39.07s NA
## decstr+61d40m45.65s NA
## decstr+61d42m05.42s NA
## decstr+61d58m12.38s NA
## decstr+62d14m21.09s NA
## decstr+62d18m19.37s NA
## decstr+62d20m43.58s NA
## decstr+62d31m45.08s NA
## decstr+62d45m13.74s NA
## decstr+62d47m09.42s NA
## decstr+63d04m41.08s NA
## decstr+63d09m20.21s NA
## decstr+63d21m10.02s NA
## decstr+63d27m13.95s NA
## decstr+63d36m37.18s NA
## decstr+63d40m12.02s NA
## decstr+64d01m56.75s NA
## decstr+64d19m06.15s NA
## decstr+64d19m40.98s NA
## decstr+64d47m49.75s NA
## decstr+64d57m49.84s NA
## decstr+65d09m44.39s NA
## decstr+65d33m48.11s NA
## decstr+65d35m39.08s NA
## decstr+65d36m31.62s NA
## decstr+65d50m01.31s NA
## decstr+65d51m15.11s NA
## decstr+66d04m19.92s NA
## decstr+66d14m06.19s NA
## decstr+66d20m52.58s NA
## decstr+66d21m31.35s NA
## decstr+66d51m01.09s NA
## decstr+67d14m21.13s NA
## decstr+67d14m34.48s NA
## decstr+68d20m01.23s NA
## decstr+68d43m11.92s NA
## decstr+69d04m26.86s NA
## decstr+69d16m35.83s NA
## decstr+69d31m22.34s NA
## decstr+69d34m15.01s NA
## decstr+69d38m20.89s NA
## decstr+70d11m24.14s NA
## decstr+70d14m18.53s NA
## decstr+70d23m27.88s NA
## decstr+70d31m37.50s NA
## decstr+70d47m34.17s NA
## decstr+71d18m50.24s NA
## decstr+71d39m20.62s NA
## decstr+71d45m11.12s NA
## decstr+71d49m26.19s NA
## decstr+72d09m20.56s NA
## decstr+72d09m40.25s NA
## decstr+72d17m47.81s NA
## decstr+72d24m53.75s NA
## decstr+72d27m21.09s NA
## decstr+72d36m45.29s NA
## decstr+72d42m37.13s NA
## decstr+73d09m07.69s NA
## decstr+73d11m42.39s NA
## decstr+73d49m39.24s NA
## decstr+73d52m04.85s NA
## decstr+74d03m46.29s NA
## decstr+74d04m48.28s NA
## decstr+74d29m21.62s NA
## decstr+74d49m37.96s NA
## decstr+74d54m03.38s NA
## decstr+75d02m38.36s NA
## decstr+76d12m39.67s NA
## decstr+76d42m36.53s NA
## decstr+76d54m19.21s NA
## decstr+77d37m59.16s NA
## decstr+77d39m42.18s NA
## decstr+77d47m24.44s NA
## decstr+78d03m52.70s NA
## decstr+79d13m54.66s NA
## decstr+79d15m23.31s NA
## decstr+79d25m06.89s NA
## decstr+79d47m21.85s NA
## decstr+80d08m11.05s NA
## decstr+80d16m02.58s NA
## decstr+81d02m20.35s NA
## decstr+81d19m34.71s NA
## decstr+82d14m43.49s NA
## decstr+83d22m21.74s NA
## decstr+83d41m51.11s NA
## decstr+84d20m01.54s NA
## decstr+84d21m51.35s NA
## decstr+85d13m59.95s NA
## decstr+85d44m11.52s NA
## dec NA
## sy_dist NA
## sy_vmag NA
## sy_kmag NA
## sy_gaiamag NA
## sy_gaiamagerr1 NA
## sy_gaiamagerr2 NA
##
## (Dispersion parameter for gaussian family taken to be NaN)
##
## Null deviance: 1.6635e+02 on 4502 degrees of freedom
## Residual deviance: 7.0611e-22 on 0 degrees of freedom
## AIC: -235401
##
## Number of Fisher Scoring iterations: 1Calculating Correlation matrix
# Calculate correlation matrix
cor_matrix <- cor(exoplanet_data[, sapply(exoplanet_data, is.numeric)], use = "complete.obs")
cor_matrix## sy_snum sy_pnum pl_orbper pl_orbsmax pl_rade
## sy_snum 1.000000000 0.041803373 0.024677756 0.04904893 0.21970486
## sy_pnum 0.041803373 1.000000000 -0.001159475 -0.01524687 -0.24525722
## pl_orbper 0.024677756 -0.001159475 1.000000000 0.95369374 0.22062759
## pl_orbsmax 0.049048931 -0.015246868 0.953693736 1.00000000 0.32175908
## pl_rade 0.219704864 -0.245257216 0.220627585 0.32175908 1.00000000
## pl_radj 0.221396093 -0.246865125 0.222784088 0.32433512 0.99461734
## pl_bmasse 0.027151276 -0.055079657 0.197918216 0.23374157 0.29242324
## pl_bmassj 0.027130418 -0.055038106 0.198422021 0.23417289 0.29244490
## pl_dens -0.022166312 0.079150334 0.095719310 0.09430361 -0.08979766
## pl_orbeccen 0.150199672 -0.053158438 0.241593451 0.34606617 0.41312092
## st_teff 0.034057313 -0.087010035 0.037956022 0.04911968 0.14647970
## st_mass 0.043526829 -0.158664673 0.045554885 0.11014411 0.35371687
## st_lum 0.001272046 -0.189366223 0.049274239 0.12111727 0.37406457
## st_logg -0.006540365 0.140998369 -0.050641360 -0.14120989 -0.40841682
## ra -0.145444453 0.033785635 -0.107720529 -0.15804373 -0.41928284
## dec -0.130767787 0.017367888 -0.153629021 -0.20215173 -0.42706202
## sy_dist -0.231315551 -0.093291297 -0.153253857 -0.21570870 -0.32694996
## sy_vmag -0.237825442 -0.008275060 -0.240419911 -0.36602293 -0.55426156
## sy_kmag -0.237472510 -0.035114584 -0.230106795 -0.35119483 -0.51017403
## sy_gaiamag -0.238692633 -0.015083667 -0.240018714 -0.36504851 -0.54830876
## sy_gaiamagerr1 0.080219436 0.007965755 0.043451111 0.07502306 0.07120664
## sy_gaiamagerr2 -0.080219436 -0.007965755 -0.043451111 -0.07502306 -0.07120664
## in_habitual_zone 0.064967717 -0.050773490 -0.003537272 0.05420965 0.24561204
## pl_radj pl_bmasse pl_bmassj pl_dens pl_orbeccen
## sy_snum 0.22139609 0.02715128 0.02713042 -0.022166312 0.15019967
## sy_pnum -0.24686513 -0.05507966 -0.05503811 0.079150334 -0.05315844
## pl_orbper 0.22278409 0.19791822 0.19842202 0.095719310 0.24159345
## pl_orbsmax 0.32433512 0.23374157 0.23417289 0.094303609 0.34606617
## pl_rade 0.99461734 0.29242324 0.29244490 -0.089797663 0.41312092
## pl_radj 1.00000000 0.21974109 0.21982585 -0.092867069 0.41645456
## pl_bmasse 0.21974109 1.00000000 0.99999782 0.211627498 0.14715976
## pl_bmassj 0.21982585 0.99999782 1.00000000 0.211773892 0.14724653
## pl_dens -0.09286707 0.21162750 0.21177389 1.000000000 0.01827939
## pl_orbeccen 0.41645456 0.14715976 0.14724653 0.018279386 1.00000000
## st_teff 0.14682862 0.04579583 0.04586515 -0.023164366 -0.02596523
## st_mass 0.35590117 0.14939851 0.14944774 0.018322121 0.10858115
## st_lum 0.37622817 0.12875204 0.12879142 -0.003821692 0.09337015
## st_logg -0.41105579 -0.14755811 -0.14755394 -0.011935763 -0.18976430
## ra -0.42227737 -0.06766525 -0.06761322 0.048416657 -0.33659297
## dec -0.43031717 -0.05655424 -0.05654318 0.058766976 -0.35536319
## sy_dist -0.32985741 -0.04906169 -0.04906057 -0.013146789 -0.38269872
## sy_vmag -0.55858918 -0.14270187 -0.14275168 0.012991723 -0.50788121
## sy_kmag -0.51445871 -0.13256124 -0.13259280 0.005197798 -0.52051959
## sy_gaiamag -0.55261733 -0.14142443 -0.14147092 0.011806534 -0.51700139
## sy_gaiamagerr1 0.07193796 0.05826469 0.05829189 0.024611139 0.04764067
## sy_gaiamagerr2 -0.07193796 -0.05826469 -0.05829189 -0.024611139 -0.04764067
## in_habitual_zone 0.24726477 0.05505034 0.05503352 -0.017228247 0.21686230
## st_teff st_mass st_lum st_logg
## sy_snum 0.034057313 0.043526829 0.001272046 -0.006540365
## sy_pnum -0.087010035 -0.158664673 -0.189366223 0.140998369
## pl_orbper 0.037956022 0.045554885 0.049274239 -0.050641360
## pl_orbsmax 0.049119681 0.110144112 0.121117274 -0.141209886
## pl_rade 0.146479696 0.353716868 0.374064575 -0.408416821
## pl_radj 0.146828622 0.355901166 0.376228169 -0.411055793
## pl_bmasse 0.045795834 0.149398508 0.128752035 -0.147558110
## pl_bmassj 0.045865146 0.149447735 0.128791418 -0.147553938
## pl_dens -0.023164366 0.018322121 -0.003821692 -0.011935763
## pl_orbeccen -0.025965234 0.108581154 0.093370146 -0.189764296
## st_teff 1.000000000 0.291961912 0.506786021 -0.065784088
## st_mass 0.291961912 1.000000000 0.735483348 -0.640141493
## st_lum 0.506786021 0.735483348 1.000000000 -0.799156556
## st_logg -0.065784088 -0.640141493 -0.799156556 1.000000000
## ra 0.084244608 -0.066993825 -0.030380497 0.152398957
## dec 0.048379639 -0.004486813 0.036177237 0.046268566
## sy_dist 0.270062837 0.108617806 0.247328927 0.026428568
## sy_vmag -0.053550436 -0.326690565 -0.381607694 0.481479991
## sy_kmag 0.146319617 -0.200231838 -0.185248071 0.422991633
## sy_gaiamag -0.006752196 -0.292116841 -0.326950819 0.462478671
## sy_gaiamagerr1 -0.021675664 0.069375972 0.072627649 -0.186916795
## sy_gaiamagerr2 0.021675664 -0.069375972 -0.072627649 0.186916795
## in_habitual_zone -0.025144945 0.170252005 0.206609841 -0.326274444
## ra dec sy_dist sy_vmag sy_kmag
## sy_snum -0.14544445 -0.130767787 -0.23131555 -0.23782544 -0.237472510
## sy_pnum 0.03378564 0.017367888 -0.09329130 -0.00827506 -0.035114584
## pl_orbper -0.10772053 -0.153629021 -0.15325386 -0.24041991 -0.230106795
## pl_orbsmax -0.15804373 -0.202151732 -0.21570870 -0.36602293 -0.351194826
## pl_rade -0.41928284 -0.427062019 -0.32694996 -0.55426156 -0.510174034
## pl_radj -0.42227737 -0.430317169 -0.32985741 -0.55858918 -0.514458712
## pl_bmasse -0.06766525 -0.056554236 -0.04906169 -0.14270187 -0.132561243
## pl_bmassj -0.06761322 -0.056543180 -0.04906057 -0.14275168 -0.132592800
## pl_dens 0.04841666 0.058766976 -0.01314679 0.01299172 0.005197798
## pl_orbeccen -0.33659297 -0.355363188 -0.38269872 -0.50788121 -0.520519585
## st_teff 0.08424461 0.048379639 0.27006284 -0.05355044 0.146319617
## st_mass -0.06699383 -0.004486813 0.10861781 -0.32669056 -0.200231838
## st_lum -0.03038050 0.036177237 0.24732893 -0.38160769 -0.185248071
## st_logg 0.15239896 0.046268566 0.02642857 0.48147999 0.422991633
## ra 1.00000000 0.497273329 0.42235981 0.49028561 0.519503464
## dec 0.49727333 1.000000000 0.44672055 0.50073927 0.526144259
## sy_dist 0.42235981 0.446720549 1.00000000 0.64592379 0.733806793
## sy_vmag 0.49028561 0.500739268 0.64592379 1.00000000 0.959524685
## sy_kmag 0.51950346 0.526144259 0.73380679 0.95952468 1.000000000
## sy_gaiamag 0.50463016 0.515987259 0.67407525 0.99587594 0.978603667
## sy_gaiamagerr1 -0.06129824 -0.040926305 -0.11151657 -0.19905700 -0.230828270
## sy_gaiamagerr2 0.06129824 0.040926305 0.11151657 0.19905700 0.230828270
## in_habitual_zone -0.14549450 -0.093774965 -0.13984824 -0.29086033 -0.301914433
## sy_gaiamag sy_gaiamagerr1 sy_gaiamagerr2 in_habitual_zone
## sy_snum -0.238692633 0.080219436 -0.080219436 0.064967717
## sy_pnum -0.015083667 0.007965755 -0.007965755 -0.050773490
## pl_orbper -0.240018714 0.043451111 -0.043451111 -0.003537272
## pl_orbsmax -0.365048509 0.075023057 -0.075023057 0.054209652
## pl_rade -0.548308762 0.071206642 -0.071206642 0.245612037
## pl_radj -0.552617330 0.071937964 -0.071937964 0.247264766
## pl_bmasse -0.141424428 0.058264688 -0.058264688 0.055050337
## pl_bmassj -0.141470918 0.058291886 -0.058291886 0.055033525
## pl_dens 0.011806534 0.024611139 -0.024611139 -0.017228247
## pl_orbeccen -0.517001394 0.047640668 -0.047640668 0.216862298
## st_teff -0.006752196 -0.021675664 0.021675664 -0.025144945
## st_mass -0.292116841 0.069375972 -0.069375972 0.170252005
## st_lum -0.326950819 0.072627649 -0.072627649 0.206609841
## st_logg 0.462478671 -0.186916795 0.186916795 -0.326274444
## ra 0.504630161 -0.061298239 0.061298239 -0.145494497
## dec 0.515987259 -0.040926305 0.040926305 -0.093774965
## sy_dist 0.674075252 -0.111516571 0.111516571 -0.139848241
## sy_vmag 0.995875942 -0.199056997 0.199056997 -0.290860325
## sy_kmag 0.978603667 -0.230828270 0.230828270 -0.301914433
## sy_gaiamag 1.000000000 -0.204559186 0.204559186 -0.294406945
## sy_gaiamagerr1 -0.204559186 1.000000000 -1.000000000 0.089829410
## sy_gaiamagerr2 0.204559186 -1.000000000 1.000000000 -0.089829410
## in_habitual_zone -0.294406945 0.089829410 -0.089829410 1.000000000Reduced variables based on the Correlation matrix
# Variables to remove based on low correlation with target
vars_to_remove_corelation_vif <- c("sy_snum", "pl_orbper", "pl_radj", "pl_bmassj", "pl_dens", "pl_bmassprov", "sy_gaiamagerr2", "decstr","rastr","st_logg", "pl_name","hostname", "sy_kmag", "disc_telescope", "disc_facility", "sy_gaiamag")
vars_to_remove_backward <- c("sy_snum", "pl_orbper", "pl_radj", "pl_bmassj", "pl_dens", "pl_bmassprov", "sy_gaiamagerr2", "decstr","rastr","st_logg", "pl_name","hostname", "sy_kmag", "disc_telescope", "disc_facility", "sy_gaiamag", "sy_pnum","ttv_flag","ra","dec","st_lum","st_mass","pl_bmasse")
#"sy_pnum","ttv_flag","ra","dec","st_lum","st_mass","pl_bmasse")
# Remove one variable from each pair of highly correlated variables
exoplanet_data_reduced <- exoplanet_data[, !colnames(exoplanet_data) %in% vars_to_remove_backward]
# Fit the linear model without the highly correlated variables
model_reduced <- glm(in_habitual_zone ~ ., data = exoplanet_data_reduced, family = binomial(logit))
summary(model_reduced)##
## Call:
## glm(formula = in_habitual_zone ~ ., family = binomial(logit),
## data = exoplanet_data_reduced)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 3.071e+00 7.948e-01 3.864 0.000111 ***
## pl_orbsmax -2.851e-01 6.706e-02 -4.252 2.12e-05 ***
## pl_rade 1.692e-01 2.067e-02 8.189 2.64e-16 ***
## pl_orbeccen 2.037e+00 4.207e-01 4.841 1.29e-06 ***
## st_teff -5.539e-04 1.176e-04 -4.710 2.48e-06 ***
## sy_dist 1.470e-03 3.231e-04 4.550 5.36e-06 ***
## sy_vmag -5.141e-01 5.096e-02 -10.089 < 2e-16 ***
## sy_gaiamagerr1 -1.595e+02 6.768e+01 -2.356 0.018473 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1466.95 on 4502 degrees of freedom
## Residual deviance: 995.93 on 4495 degrees of freedom
## AIC: 1011.9
##
## Number of Fisher Scoring iterations: 8# Use GGally package for an enhanced scatterplot matrix
library(GGally)
pairs(exoplanet_data_reduced[, sapply(exoplanet_data_reduced, is.numeric)])
VIF
library(car)
vif_model <- vif(model_reduced)
print(vif_model)## pl_orbsmax pl_rade pl_orbeccen st_teff sy_dist
## 1.284104 1.118555 1.181104 1.117075 1.946884
## sy_vmag sy_gaiamagerr1
## 2.728437 1.495840Goodness-Of-Fit
# Install and load the required package
if(!require("ResourceSelection")) install.packages("ResourceSelection", dependencies=TRUE)## Loading required package: ResourceSelection## ResourceSelection 0.3-6 2023-06-27library(ResourceSelection)
# Perform the test
hoslem.test(model_reduced$y, fitted(model_reduced), g = 10) ##
## Hosmer and Lemeshow goodness of fit (GOF) test
##
## data: model_reduced$y, fitted(model_reduced)
## X-squared = 23.434, df = 8, p-value = 0.002849Training and Testing Data
library(caret)
# Set seed for reproducibility
set.seed(123)
# Define the train/test split (70% train, 20% test)
n <- nrow(exoplanet_data_reduced)
train_indices <- sample(1:n, size = floor(0.7 * n))
# Training and testing datasets
train_data <- exoplanet_data_reduced[train_indices, ]
test_data <- exoplanet_data_reduced[-train_indices, ]Cross-validation
library('caret')
predictions <- predict(model_reduced, newdata = test_data, type = "response")
predicted_classes <- ifelse(predictions > 0.5, 1, 0)
# Convert predicted classes to a factor (important for some of caret's functions)
predicted_classes <- factor(predicted_classes, levels = c(0, 1))
# Ensure the actual outcomes are also a factor
actual_classes <- factor(test_data$in_habitual_zone, levels = c(0, 1))
# Create the confusion matrix
conf_matrix <- confusionMatrix(predicted_classes, actual_classes)
print(conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 1302 46
## 1 2 1
##
## Accuracy : 0.9645
## 95% CI : (0.9532, 0.9737)
## No Information Rate : 0.9652
## P-Value [Acc > NIR] : 0.5966
##
## Kappa : 0.036
##
## Mcnemar's Test P-Value : 5.417e-10
##
## Sensitivity : 0.99847
## Specificity : 0.02128
## Pos Pred Value : 0.96588
## Neg Pred Value : 0.33333
## Prevalence : 0.96521
## Detection Rate : 0.96373
## Detection Prevalence : 0.99778
## Balanced Accuracy : 0.50987
##
## 'Positive' Class : 0
## Accuracy
accuracy <- sum(diag(conf_matrix$table)) / sum(conf_matrix$table)
print(paste("Accuracy:", accuracy))## [1] "Accuracy: 0.964470762398223"ROC Curve
library(pROC)## Type 'citation("pROC")' for a citation.##
## Attaching package: 'pROC'## The following objects are masked from 'package:stats':
##
## cov, smooth, var# Create the ROC object from pROC
roc_obj <- roc(test_data$in_habitual_zone, predictions)## Setting levels: control = 0, case = 1## Setting direction: controls < cases# Plot the ROC curve
plot(roc_obj, main = "ROC Curve for Reduced Logistic Regression", col = "#1c61b6", lwd = 2)
# Optionally, add text to show the AUC on the plot
auc_value <- auc(roc_obj)
text(0.6, 0.2, paste("AUC =", round(auc_value, 2)), cex = 1.2)
# Optionally, add a horizontal line at 0 on the x-axis (False Positive Rate)
abline(v = 0, col = "gray", lty = 2)
# Calculate the AUC and print it
auc_value <- auc(roc_obj)RANDOM-FOREST APPROACH
library(randomForest)## randomForest 4.7-1.1## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:dplyr':
##
## combine## The following object is masked from 'package:ggplot2':
##
## margin# Make sure that the target variable in the training set is a factor
train_data$in_habitual_zone <- as.factor(train_data$in_habitual_zone)
# Verify that the test dataset has the same type for the target variable
test_data$in_habitual_zone <- as.factor(test_data$in_habitual_zone)
# Set a seed for reproducibility
set.seed(123)
# Fit a Random Forest model using the training data
rf_model <- randomForest(in_habitual_zone ~ ., data = train_data, ntree = 500, importance = TRUE)
# Print a summary of the Random Forest model
print(rf_model)##
## Call:
## randomForest(formula = in_habitual_zone ~ ., data = train_data, ntree = 500, importance = TRUE)
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 0.06%
## Confusion matrix:
## 0 1 class.error
## 0 3026 0 0.00000000
## 1 2 124 0.01587302# Predict using the Random Forest model on the test data
rf_predictions <- predict(rf_model, newdata = test_data)
# Assuming `predictions` contain the probabilities from your logistic regression model
rf_predicted_classes <- ifelse(predictions > 0.8, 1, 0)
# Convert predicted classes to a factor (important for some of caret's functions)
rf_predicted_classes <- factor(predicted_classes, levels = c(0, 1))
# Ensure the actual outcomes are also a factor
actual_classes <- factor(test_data$in_habitual_zone, levels = c(0, 1))
# Create a confusion matrix for the Random Forest predictions
rf_conf_matrix <- confusionMatrix(rf_predicted_classes, actual_classes)
# Print the confusion matrix
print(rf_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 1302 46
## 1 2 1
##
## Accuracy : 0.9645
## 95% CI : (0.9532, 0.9737)
## No Information Rate : 0.9652
## P-Value [Acc > NIR] : 0.5966
##
## Kappa : 0.036
##
## Mcnemar's Test P-Value : 5.417e-10
##
## Sensitivity : 0.99847
## Specificity : 0.02128
## Pos Pred Value : 0.96588
## Neg Pred Value : 0.33333
## Prevalence : 0.96521
## Detection Rate : 0.96373
## Detection Prevalence : 0.99778
## Balanced Accuracy : 0.50987
##
## 'Positive' Class : 0
## # Calculate and print the accuracy
rf_accuracy <- sum(diag(rf_conf_matrix$table)) / sum(rf_conf_matrix$table)
print(paste("Random Forest Accuracy:", rf_accuracy))## [1] "Random Forest Accuracy: 0.964470762398223"# Plot the importance of variables in the Random Forest model
varImpPlot(rf_model)
## ROC Curve for Random Forest
# Calculate probabilities for ROC curve
rf_prob <- predict(rf_model, newdata = test_data, type = "prob")[, 2]
# Create the ROC object using pROC
rf_roc_obj <- roc(test_data$in_habitual_zone, rf_prob)## Setting levels: control = 0, case = 1## Setting direction: controls < casesrf_roc_obj##
## Call:
## roc.default(response = test_data$in_habitual_zone, predictor = rf_prob)
##
## Data: rf_prob in 1304 controls (test_data$in_habitual_zone 0) < 47 cases (test_data$in_habitual_zone 1).
## Area under the curve: 1LASSO BEST-FIT
library(glmnet)## Loading required package: Matrix##
## Attaching package: 'Matrix'## The following objects are masked from 'package:tidyr':
##
## expand, pack, unpack## Loaded glmnet 4.1-8# Prepare the predictor matrix
x <- model.matrix(in_habitual_zone ~ . - 1, data = train_data)
# Ensure the response is a factor if it's not already
y <- as.factor(train_data$in_habitual_zone)
# Fit Lasso model using cross-validation
cv_fit <- cv.glmnet(x, y, family = "binomial", alpha = 1)
# Plot to see the lambda selection
plot(cv_fit)
LASSO BEST FIT - Lasso Coeffecients
# Get the best lambda and coefficients
best_lambda <- cv_fit$lambda.min
lasso_coefficients <- coef(cv_fit, s = "lambda.min")
# Print coefficients
print(lasso_coefficients)## 8 x 1 sparse Matrix of class "dgCMatrix"
## s1
## (Intercept) 2.602202e+00
## pl_orbsmax -2.218796e-01
## pl_rade 1.515756e-01
## pl_orbeccen 1.649748e+00
## st_teff -4.966097e-04
## sy_dist 1.421103e-03
## sy_vmag -4.711617e-01
## sy_gaiamagerr1 -1.003382e+02Confusion Matrix for LASSO-FIT
# Generate predictions for the test set
x_test <- model.matrix(in_habitual_zone ~ . - 1, data = test_data)
predictions <- predict(cv_fit, newx = x_test, s = "lambda.min", type = "response")
# Convert probabilities to binary output based on a threshold (e.g., 0.5)
predicted_classes <- ifelse(predictions > 0.5, 1, 0)
# Create confusion matrix
confusion_matrix <- table(Predicted = predicted_classes, Actual = test_data$in_habitual_zone)
print(confusion_matrix)## Actual
## Predicted 0 1
## 0 1303 46
## 1 1 1# Calculate accuracy
accuracy <- sum(diag(confusion_matrix)) / sum(confusion_matrix)
print(paste("Accuracy:", accuracy))## [1] "Accuracy: 0.965210954848261"# Calculate specificity
true_negatives <- confusion_matrix[1, 1]
total_actual_negatives <- sum(confusion_matrix[, 1])
specificity <- true_negatives / total_actual_negatives
print(paste("Specificity:", specificity))## [1] "Specificity: 0.999233128834356"# Calculate sensitivity
true_positives <- confusion_matrix[2, 2]
total_actual_positives <- sum(confusion_matrix[, 2])
sensitivity <- true_positives / total_actual_positives
print(paste("Sensitivity:", sensitivity))## [1] "Sensitivity: 0.0212765957446809"ACCURACY for LASSO-FIT
accuracy <- sum(diag(confusion_matrix)) / sum(confusion_matrix)
print(paste("Accuracy:", accuracy))## [1] "Accuracy: 0.965210954848261"ROC curve For LASSO
library(pROC)
# Generate the ROC curve using the actual labels and predicted probabilities
roc_obj <- roc(response = as.factor(test_data$in_habitual_zone), predictor = predictions, levels = c("0", "1"))## Warning in roc.default(response = as.factor(test_data$in_habitual_zone), :
## Deprecated use a matrix as predictor. Unexpected results may be produced,
## please pass a numeric vector.## Setting direction: controls < cases# Plot the ROC curve
plot(roc_obj, main = "ROC Curve for Logistic Regression Using Lasso Fit", col = "#1c61b6", lwd = 2)
# Optionally, add text to show the AUC on the plot
auc_value <- auc(roc_obj)
text(0.6, 0.2, paste("AUC =", round(auc_value, 2)), border = "black", cex = 1.2)## Warning in text.default(0.6, 0.2, paste("AUC =", round(auc_value, 2)), border =
## "black", : "border" is not a graphical parameter
# Calculate the AUC and print it
auc_value <- auc(roc_obj)# Calculate AUC and print it
auc_value <- auc(roc_obj)
print(paste("Area Under the Curve (AUC):", round(auc_value, 2)))## [1] "Area Under the Curve (AUC): 0.95"